| Dataset statistics | |
|---|---|
| Number of observations | 144 |
| Number of variables | 382 |
| Dataset statistics | |
|---|---|
| Number of observations | 505 |
| Number of variables | 251 |
| Dataset statistics | |
|---|---|
| Number of observations | 1151 |
| Number of variables | 139 |
Categorical variables with just one factor or category will be detected and removed because do not provide useful information.
| Variables | Description |
|---|---|
| redcap_event_name | Event Name |
| redcap_repeat_instrument | Repeat Instrument |
| country | Country |
| corona_ieorres | Suspected or confirmed novel coronavirus (COVID-19) infection: |
| symptoms_epi_animal | 6.Direct contact with animals in countries where the nCoV is known to be circulating in animal populations or where human infections have occurred as a result of presumed zoonotic transmission |
| ethnic___5 | Ethnic group (choice=West Asian) |
| ethnic___8 | Ethnic group (choice=Aboriginal/First Nations) |
| ethnic___9 | Ethnic group (choice=Other) |
| ethnic___10 | Ethnic group (choice=N/A) |
| labwork_erterm | Employed in a microbiology laboratory? |
| age_estimateyearsu | Age Unit |
| postpart_rptestcd | Post Partum? |
| apdm_age | INFANT - Less than 1 year old? |
| apvs_weightu | Birth weight unit |
| apsc_gestout | Gestational outcome |
| apsc_brfed | Breastfed? |
| apsc_vcageind | Vaccinations appropriate for age/country? |
| travel_erterm | 2.6 Travel in the 14 days prior to first symptom onset? |
| supper_trcntry | 2.6.1 If YES, state location: Country |
| travel_erterm_2 | 2.6.4 Travelled to another country in the 14 days prior to first symptom onset? |
| animal_eryn | 2.7 Contact with animals, raw meat or insect bites in the 14 days prior to symptom onset? |
| temp_vsorresu | Temperature Units |
| weight_vsorresu | Weight Unit |
| coughhb_ceoccur_v2 | 4a.2.2 Cough: bloody sputum / haemoptysis |
| earpain_ceoccur_v2 | 4a.5. Ear pain |
| lowerchest_ceoccur_v2 | Lower chest wall indrawing |
| conjunct_ceoccur_v2 | Conjunctivitis |
| lymp_ceoccur_v2 | Lymphadenopathy |
| ageusia_ceoccur_v2 | Loss of taste (Ageusia) |
| skinulcers_ceoccur_v2 | 4a.20. Skin ulcers |
| bleed_ceterm_v2 | 4a.23. If Bleeding (others) |
| pre_antiviral_cmoccur | Antivirals |
| aidshiv_mhyn_2 | AIDS / HIV |
| aidshiv_mhyn | 4b.10. AIDS/HIV |
| daily_temp_vsorresu | Temperature Unit |
| daily_sa02_lbyn | 1.3 SaO2 available? |
| daily_stercap_vsorres | Sternal capillary refill time >2 seconds? |
| daily_noninvasive_prtype | Non-invasive ventilation - if YES: |
| daily_nitritc_cmtrt | Inhaled Nitric Oxide? |
| daily_trach_prperf | Tracheostomy inserted? |
| daily_ecmo_prtrt | Extra corporeal life support (ECLS / ECMO)? |
| daily_rrt_cmtrt | Renal replacement therapy (RRT) or dialysis? |
| daily_dopless5_cmtrt | Dopamine < 5 µg/kg/min OR Dobutamine OR milrinone OR levosimendan: |
| daily_prperf | Other intervention(s) or procedure(s)? |
| daily_pao2_lborresu | PaO2 unit: |
| daily_pao2_lbspec | PaO2 sample type |
| daily_pco2_lborresu | PCO2 Unit |
| daily_hco3_lborresu | HCO3- Unit |
| daily_lbperf | Are any laboratory results avavailable on this day? |
| daily_hb_lborresu | Haemoglobin Unit |
| daily_wbc_lborresu | WBC Unit |
| daily_lymp_lborresu | Lymphocyte Unit |
| daily_neutro_lborresu | Neutrophil Unit |
| daily_haematocrit_lborresu | Haematocrit Unit |
| daily_plt_lborresu | Platelets Unit |
| daily_alt_lborresu | ALT/SGPT Unit |
| daily_bil_lborresu | Total Bilirubin Unit |
| daily_ast_lborresu | AST/SGOT Unit |
| daily_glucose_lborresu | Glucose Unit |
| daily_bun_lborresu | Urea (BUN) Unit |
| daily_lactate_lborresu | Lactate Unit |
| daily_creat_lborresu | Serum Creatinine Unit |
| daily_sodium_lborresu | Sodium Unit |
| daily_potassium_lborresu | Potassium Unit |
| daily_procal_lborresu | Procalcitonin Unit |
| daily_crp_lborresu | CRP Unit |
| daily_ldh_lborresu | LDH Unit |
| daily_crekin_lborresu | Creatine kinase Unit |
| daily_troponin_lborresu | Troponin I Unit |
| daily_ddimer_lborresu | D-dimer Unit |
| daily_ferritin_lborresu | Ferritin Unit |
| daily_il6_lborresu | IL-6 Unit |
| xray_prperf | X-ray performed? |
| inhalednit_cmtrt | Inhaled Nitric Oxide sometime? |
| extracorp_prtrt | Extracorporeal support (ECMO)? |
| rrt_prtrt | Renal replacement therapy (RRT) or dialysis? |
| other_cmyn | 6.8 OTHER intervention or procedure |
| cryptogenic_ceterm | Cryptogenic organizing pneumonia (COP) |
| bronchio_ceterm | Bronchiolitis |
| cardiacarrest_ceterm | Cardiac arrest |
| myocardial_ceterm | Myocardial infarction |
| ischaemia_ceterm | Cardiac ischemia |
| myocarditis_ceterm | Myocarditis/Pericarditis |
| endocarditis_ceterm | Endocarditis |
| seizure_ceterm | Seizure |
| stroke_ceterm | Stroke / Cerebrovascular accident |
| meningitis_ceterm | Meningitis / Encephalitis |
| endocarditis_aeterm | 4c.12. Endocarditis / Myocarditis / Pericarditis |
| pancreat_ceterm | Pancreatitis |
| ceterm_clin_dx | Was patient clinically diagnoses with COVID-19? |
| mbperf | Was pathogen testing done during this illness episode? |
| corna_mbcat | Coronavirus: |
| corna_mbcaty | Coronavirus - if Positive: |
| influ_mbyn | Influenza: |
| rsv_mbcat | RSV |
| adeno_mbcat | Adenovirus |
| daily_mbperf | Pathogen testing done |
| mbspec | Biospecimen type |
| mbmethod | Laboratory Test Method |
| mborres | Result |
| antiviral_cmtrt___1 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Ribavirin) |
| antiviral_cmtrt___5 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Neuraminidase inhibitors) |
| antiviral_cmtrt___3 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Interferon alpha) |
| antiviral_cmtrt___4 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Interferon beta) |
| corticost_cmroute___4 | Corticosteroid - if YES, Route: (choice=Unknown) |
| heparint_cmroute___2 | Heparin - if YES, Route: (choice=Intravenous (IV)) |
| heparint_cmroute___3 | Heparin - if YES, Route: (choice=Unknown) |
| renal_proccur | 7.3.3. Dialysis / renal treatment? |
| other_cmoccur | 7.3.4. Other intervention or procedure? |
| siteid | 7.4.1. If Transferred: Facility name |
| Variables | Description |
|---|---|
| country | Country |
| ethnic___1 | Ethnic group (choice=Arab) |
| ethnic___2 | Ethnic group (choice=Black) |
| ethnic___3 | Ethnic group (choice=East Asian) |
| ethnic___4 | Ethnic group (choice=South Asian) |
| ethnic___5 | Ethnic group (choice=West Asian) |
| ethnic___8 | Ethnic group (choice=Aboriginal/First Nations) |
| ethnic___9 | Ethnic group (choice=Other) |
| ethnic___10 | Ethnic group (choice=N/A) |
| labwork_erterm | Employed in a microbiology laboratory? |
| age_estimateyearsu | Age Unit |
| pregyn_rptestcd | Pregnant? |
| temp_vsorresu | Temperature Units |
| weight_vsorresu | Weight Unit |
| conjunct_ceoccur_v2 | Conjunctivitis |
| lymp_ceoccur_v2 | Lymphadenopathy |
| seizures_cecoccur_v2 | Seizures |
| anorexia_ceoccur_v2 | Anorexia |
| rash_ceoccur_v2 | Skin rash |
| other_ceoccur_v2 | Other sign or symptom |
| pre_nsaid_cmoccur | Non-steroidal anti-inflammatory (NSAID) |
| pre_othmed_cmoccur | Other targeted COVID-19 Medications |
| asplenia_mhyn | Asplenia |
| tb_mhyn | Tuberculosis |
| malnutrition_mhyn | Malnutrition |
| other_mhyn | Other relevant risk factor(s) |
| daily_nitritc_cmtrt | Inhaled Nitric Oxide? |
| daily_trach_prperf | Tracheostomy inserted? |
| daily_prperf | Other intervention(s) or procedure(s)? |
| daily_pao2_lborresu | PaO2 unit: |
| daily_pco2_lborresu | PCO2 Unit |
| daily_hco3_lborresu | HCO3- Unit |
| daily_hb_lborresu | Haemoglobin Unit |
| daily_wbc_lborresu | WBC Unit |
| daily_lymp_lborresu | Lymphocyte Unit |
| daily_neutro_lborresu | Neutrophil Unit |
| daily_haematocrit_lborresu | Haematocrit Unit |
| daily_plt_lborresu | Platelets Unit |
| daily_alt_lborresu | ALT/SGPT Unit |
| daily_bil_lborresu | Total Bilirubin Unit |
| daily_ast_lborresu | AST/SGOT Unit |
| daily_glucose_lborresu | Glucose Unit |
| daily_bun_lborresu | Urea (BUN) Unit |
| daily_lactate_lborresu | Lactate Unit |
| daily_creat_lborresu | Serum Creatinine Unit |
| daily_sodium_lborresu | Sodium Unit |
| daily_potassium_lborresu | Potassium Unit |
| daily_procal_lborresu | Procalcitonin Unit |
| daily_crp_lborresu | CRP Unit |
| daily_ldh_lborresu | LDH Unit |
| daily_crekin_lborresu | Creatine kinase Unit |
| daily_troponin_lborresu | Troponin I Unit |
| daily_ddimer_lborresu | D-dimer Unit |
| daily_ferritin_lborresu | Ferritin Unit |
| daily_il6_lborresu | IL-6 Unit |
| inhalednit_cmtrt | Inhaled Nitric Oxide sometime? |
| tracheo_prtrt | Tracheostomy inserted sometime? |
| pneumothorax_ceterm | Pneumothorax |
| bronchio_ceterm | Bronchiolitis |
| myocarditis_ceterm | Myocarditis/Pericarditis |
| endocarditis_ceterm | Endocarditis |
| cardiomyopathy_ceterm | Cardiomyopathy |
| stroke_ceterm | Stroke / Cerebrovascular accident |
| meningitis_ceterm | Meningitis / Encephalitis |
| coagulo_ceterm | Coagulation disorder / DIC |
| pulmemb_ceterm | Pulmonary embolism |
| aneamia_ceterm | Anaemia |
| gastro_ceterm | Gastrointestinal hemorrhage |
| clinicalpneu_mborres | Clinical pneumonia diagnosed? |
| xray_infiltrates_faorres | Chest X-Ray performed - if YES, were infiltrates present? |
| antiviral_cmtrt___1 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Ribavirin) |
| antiviral_cmtrt___7 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Remdesivir) |
| corticost_cmroute___1 | Corticosteroid - if YES, Route: (choice=Oral) |
| corticost_cmroute___2 | Corticosteroid - if YES, Route: (choice=Intravenous) |
| heparint_cmtrt___2 | Heparin - if YES: (choice=Low molecular weight) |
| heparint_cmtrt___3 | Heparin - if YES: (choice=Fondaparinux) |
| Variables | Description |
|---|---|
| country | Country |
| age_estimateyearsu | Age Unit |
| temp_vsorresu | Temperature Units |
| weight_vsorresu | Weight Unit |
| lymp_ceoccur_v2 | Lymphadenopathy |
| daily_hb_lborresu | Haemoglobin Unit |
| daily_wbc_lborresu | WBC Unit |
| daily_lymp_lborresu | Lymphocyte Unit |
| daily_neutro_lborresu | Neutrophil Unit |
| daily_haematocrit_lborresu | Haematocrit Unit |
| daily_plt_lborresu | Platelets Unit |
| daily_alt_lborresu | ALT/SGPT Unit |
| daily_bil_lborresu | Total Bilirubin Unit |
| daily_ast_lborresu | AST/SGOT Unit |
| daily_glucose_lborresu | Glucose Unit |
| daily_bun_lborresu | Urea (BUN) Unit |
| daily_lactate_lborresu | Lactate Unit |
| daily_creat_lborresu | Serum Creatinine Unit |
| daily_sodium_lborresu | Sodium Unit |
| daily_potassium_lborresu | Potassium Unit |
| daily_procal_lborresu | Procalcitonin Unit |
| daily_crp_lborresu | CRP Unit |
| daily_ldh_lborresu | LDH Unit |
| daily_crekin_lborresu | Creatine kinase Unit |
| daily_troponin_lborresu | Troponin I Unit |
| daily_ddimer_lborresu | D-dimer Unit |
| daily_ferritin_lborresu | Ferritin Unit |
| daily_il6_lborresu | IL-6 Unit |
| endocarditis_ceterm | Endocarditis |
| Original Data | Drop Factors | |
|---|---|---|
| Number of observations | 144 | 144 |
| Number of variables | 382 | 272 |
| Original Data | Drop Factors | |
|---|---|---|
| Number of observations | 505 | 505 |
| Number of variables | 251 | 175 |
| Original Data | Drop Factors | |
|---|---|---|
| Number of observations | 1151 | 1151 |
| Number of variables | 139 | 110 |
Next table shows if any patients have to be removed due a high number of NAs (%) considering the missing values also per variables. Those patients with a value higher than 20 % and with more NAs than the variable with more NAs will be deleted.
| Info |
|---|
| No observations with problems have been found |
| Patient | % Missing Values |
|---|---|
| ICH-304 | 31 |
| ICH-206 | 25 |
| ICH-146 | 23 |
| ICH-152 | 23 |
| ICH-373 | 23 |
| ICH-148 | 22 |
| ICH-286 | 21 |
| Patient | % Missing Values |
|---|---|
| ICH-304 | 28 |
| ICH-286 | 24 |
| ICH-146 | 22 |
| ICH-148 | 22 |
| ICH-206 | 22 |
| OMNI001-65 | 21 |
In next section we plot the relative information for missing values for each data set.
Next plots are showing the percentage (%) of missing values per each variable. Those variables with a value higher than 20 % (red line) will be deleted. A list of the variable it’s shown in next sections. If an interesting variable is removed, could be kept.
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| Variables | Description |
|---|---|
| redcap_repeat_instance | Repeat Instance |
| symptoms_epi_travel | 2.A history of travel to an area with documented cases of novel coronavirus infection |
| symptoms_epi_physical | 3.Close contact* with a confirmed or probable case of nCoV infection, while that patient was symptomatic |
| symptoms_epi_healthfac | 4.Presence in a healthcare facility where nCoV infections have been managed |
| symptoms_epi_lab |
|
| pregyn_rptestcd | Pregnant? |
| egestage_rptestcd | If YES: Gestational weeks assessment: |
| apvs_weight | Birth weight |
| hosttim | 2.3 Admission time at this facility |
| hooccur | 2.4 Transfer from other facility? |
| siteid_transfer | 2.5.1 If YES: Name of transfer facility: |
| hostdat_transfer | 2.5.2 If YES: Admission date at transfer facility |
| erendat | 2.6.3 If YES, return date: |
| rr_vsorres | Respiratory rate on admission |
| dehydration_vsorres | Severe dehydration: |
| height_vsorres | Height on admission |
| weight_vsorres | Weight on admission |
| cough_ceoccur_v2 | Cough - YES/NO |
| coughsput_ceoccur_v2 | 4a.2.1 Cough: with sputum production |
| bleed_cetermy_v2 | Bleeding (Haemorrhage) - if YES, specify site(s): |
| other_cetermy_v2 | Other sign or symptom - if YES, specify: |
| pre_oralsteroid_cmtype | Oral steroids - if YES, agent(s): |
| pre_nonoralsteroid_cmtype | Other immunosuppressant agents - if YES, agent(s): |
| pre_antibiotic_cmtype | Antibiotics - if YES, agent(s): |
| pre_othmed_cmtype | Other targeted COVID-19 Medications - if YES, agent(s): |
| diabetiscomp_mhyn | 4b.12. Diabetes with complications |
| diabetes_mhyn | 4b.13. Diabetes without complications |
| otherrisktext | Other relevant risk factor(s) - if YES, specify: |
| smoking_mhyn | Smoking |
| daily_rr_vsorres | Respiratory rate |
| daily_fio2_lborres | FiO2 |
| daily_fio2b_lborres | FiO2 % |
| daily_fio2c_lborres | FiO2 L/min |
| daily_sao2_lborres | SaO2 |
| daily_gcs_vsorres | Glasgow Coma Score (GCS / 15): |
| daily_dop5to15_cmtrt | Dopamine 5-15 µg/kg/min OR Epinephrine/Norepinephrine < 0.1 µg/kg/min OR Vasopressin OR Phenylephrine: |
| daily_dopgr15_cmtrt | Dopamine > 15 µg/kg/min OR Epinephrine/Norepinephrine > 0.1 µg/kg/min: |
| daily_other_prtrt | Other intervention(s) or procedure(s) - if YES, specify: |
| rass_vsorres | Richmond Agitation-Sedation Scale (RASS) |
| daily_meanart_vsorres | Mean Arterial Pressure: |
| daily_urine_lborres | Urine flow rate: |
| daily_aptt_lborres | APTT/APTR |
| daily_aptr_lborres | APTR |
| daily_pt_inr_lbyn | PT or INR available? |
| daily_inr_lborres | INR |
| daily_glucose_lborres | Glucose |
| daily_procal_lborres | Procalcitonin |
| daily_ldh_lborres | LDH |
| daily_crekin_lborres | Creatine kinase |
| daily_troponin_lborres | Troponin I |
| daily_ddimer_lborres | D-dimer |
| daily_ferritin_lborres | Ferritin |
| daily_il6_lborres | IL-6 |
| infiltrates_faorres | If yes, were infiltrates present? |
| noninvaisve_prdur | Non-invasive ventilation - if YES, total duration: |
| invasive_prdur | Invasive ventilation - if YES, total duration: |
| prone_prdur | Prone positioning sometime - if YES, total duration: |
| inotrop_prdur | Inotropes/vasopressors - if YES, total duration: |
| inotrope_cmstdat | If YES inotropes/vasopressors; First/Start Date |
| inotrope_cmendat | If YES inotropes/vasopressors; Last/End date |
| ardssev_ceterm | Acute Respiratory Distress Syndrome - if YES, specify: |
| other_ceterm | Other - if YES, specify: |
| bact_mborres | Bacteria |
| bact_mbtest | Bacteria - if Positive, specify: |
| other_mborres | Other pathogen(s) detected - if YES, specify all: |
| ct_infiltrates_faorres | CT performed - if YES, were infiltrates present? |
| mbdat | Collection Date |
| other_mbspec | Biospecimen type - if Other, specify: |
| other_mbmethod | Laboratory test method - if Other, specify: |
| mbtestcd | Pathogen Tested / Detected |
| lopin_antiviral_cmdat | Lopinavir/Ritonvir - Date commenced |
| lopin_antiviral_cmdur | Lopinavir/Ritonvir - Duration: |
| remde_antiviral_cmdat | Remdesivir - Date commenced |
| remde_antiviral_cmdur | Remdesivir - Duration: |
| chlor_antiviral_cmdat | Chloroquine/hydroxychloroquine - Date commenced |
| chlor_antiviral_cmdur | Chloroquine/hydroxychloroquine - Duration: |
| antiviral_cmtype | Other agent - if YES, agent name: |
| antiviral_cmdat | Other agent - Date commenced |
| antiviral_cmdur | Other agent - Duration: |
| antibiotic_cmtrt_1 | Antibiotic Agent 1 - if YES, agent name: |
| antibiotic_cmdat_1 | Antibiotic Agent 1 - Date commenced |
| antibiotic_cmdur_1 | Antibiotic Agent 1 - Duration: |
| antibiotic_cmtrt_2 | Antibiotic Agent 2 - if YES, agent name: |
| antibiotic_cmdat_2 | Antibiotic Agent 2 - Date commenced |
| antibiotic_cmdur_2 | Antibiotic Agent 2 - Duration: |
| antibiotic_cmtrt_3 | Antibiotic Agent 3 - if YES, agent name: |
| antibiotic_cmdat_3 | Antibiotic Agent 3 - Date commenced |
| antibiotic_cmdur_3 | Antibiotic Agent 3 - Duration: |
| corticost_cmtrt | Corticosteroid - if YES Oral or IV, please provide agent: |
| corticost_cmdose | Corticosteroid - if YES Oral or IV, please provide max. daily dose and unit: |
| corticos_cmdat | Corticosteroid - Date commenced |
| corticos_cmdur | Corticosteroid - Duration: |
| heparint_cmdose | Heparin - Maximum daily dose and unit: |
| heparin_cmdat | Heparin - Date commenced |
| heparin_cmdur | Heparin - Duration: |
| othertx_cmtrt_1 | Other Agent 1 - Agent: |
| othertx_cmdos_1 | Other Agent 1 - Maximum daily dose & unit: |
| othertx_cmdat_1 | Other Agent 1 - Date of commencement |
| othertx_cmdur_1 | Other Agent 1 - Duration: |
| othertx_cmtrt_2 | Other Agent 2 - Agent: |
| othertx_cmdos_2 | Other Agent 2 - Maximum daily dose & unit: |
| othertx_cmdat_2 | Other Agent 2 - Date of commencement |
| othertx_cmdur_2 | Other Agent 2 - Duration: |
| suppds_qval | Ability to self-care at discharge versus before illness: |
| oxygen_proccur | Post discharge treatment: Oxygen therapy? |
| core_addinfo | Additional Information |
| PaO2overFiO2 | P/F (PaO2/FiO2) |
| Variables | Description |
|---|---|
| oxy_vsorres | Oxygen saturation on admission |
| oxy_vsorresu | Oxygen saturation on: |
| weight_vsorres | Weight on admission |
| pre_oralsteroid_cmtype | Oral steroids - if YES, agent(s): |
| pre_antibiotic_cmtype | Antibiotics - if YES, agent(s): |
| daily_fi02_lbyn | Any supplemental oxygen: FiO2 |
| daily_fio2_lborres | FiO2 |
| daily_fio2b_lborres | FiO2 % |
| daily_noninvasive_prtype | Non-invasive ventilation - if YES: |
| daily_pao2_lborres | PaO2 (at time nearest to the FiO2 recorded at top of page): |
| daily_pco2_lborres | PCO2 |
| daily_ph_lborres | pH |
| daily_hco3_lborres | HCO3- |
| daily_baseex_lborres | Base excess |
| daily_hb_lborres | Haemoglobin |
| daily_glucose_lborres | Glucose |
| daily_lactate_lborres | Lactate |
| daily_procal_lborres | Procalcitonin |
| daily_ldh_lborres | LDH |
| daily_troponin_lborres | Troponin I |
| daily_ddimer_lborres | D-dimer |
| daily_ferritin_lborres | Ferritin |
| daily_il6_lborres | IL-6 |
| oxygen_cmdose | Maximum O2 flow volume: |
| noninvaisve_prdur | Non-invasive ventilation - if YES, total duration: |
| invasive_prdur | Invasive ventilation - if YES, total duration: |
| inotrope_cmstdat | If YES inotropes/vasopressors; First/Start Date |
| inotrope_cmendat | If YES inotropes/vasopressors; Last/End date |
| other_ceterm | Other - if YES, specify: |
| antiviral_cmyn | Antiviral or COVID-19 targeted agent? |
| antiviral_cmtrt___2 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Lopinavir/Ritonvir) |
| lopin_antiviral_cmdat | Lopinavir/Ritonvir - Date commenced |
| lopin_antiviral_cmdur | Lopinavir/Ritonvir - Duration: |
| chlor_antiviral_cmdat | Chloroquine/hydroxychloroquine - Date commenced |
| chlor_antiviral_cmdur | Chloroquine/hydroxychloroquine - Duration: |
| antiviral_cmtype | Other agent - if YES, agent name: |
| antiviral_cmdat | Other agent - Date commenced |
| antiviral_cmdur | Other agent - Duration: |
| antibiotic_cmyn | Antibiotic? |
| antibiotic_cmtrt_1 | Antibiotic Agent 1 - if YES, agent name: |
| antibiotic_cmdat_1 | Antibiotic Agent 1 - Date commenced |
| antibiotic_cmdur_1 | Antibiotic Agent 1 - Duration: |
| antibiotic_cmtrt_2 | Antibiotic Agent 2 - if YES, agent name: |
| antibiotic_cmdat_2 | Antibiotic Agent 2 - Date commenced |
| antibiotic_cmdur_2 | Antibiotic Agent 2 - Duration: |
| antibiotic_cmtrt_3 | Antibiotic Agent 3 - if YES, agent name: |
| antibiotic_cmdat_3 | Antibiotic Agent 3 - Date commenced |
| antibiotic_cmdur_3 | Antibiotic Agent 3 - Duration: |
| corticost_cmyn | Corticosteroid? |
| corticost_cmtrt | Corticosteroid - if YES Oral or IV, please provide agent: |
| corticost_cmdose | Corticosteroid - if YES Oral or IV, please provide max. daily dose and unit: |
| corticos_cmdat | Corticosteroid - Date commenced |
| corticos_cmdur | Corticosteroid - Duration: |
| heparint_cmyn | Heparin? |
| heparint_cmdose | Heparin - Maximum daily dose and unit: |
| heparin_cmdat | Heparin - Date commenced |
| heparin_cmdur | Heparin - Duration: |
| suppds_qval | Ability to self-care at discharge versus before illness: |
| oxygen_proccur | Post discharge treatment: Oxygen therapy? |
| siteid | 7.4.1. If Transferred: Facility name |
| PaO2overFiO2 | P/F (PaO2/FiO2) |
| Variables | Description |
|---|---|
| rr_vsorres | Respiratory rate on admission |
| oxy_vsorres | Oxygen saturation on admission |
| oxy_vsorresu | Oxygen saturation on: |
| weight_vsorres | Weight on admission |
| chroniccard_mhyn | Chronic cardiac disease (not hypertension) |
| smoking_mhyn | Smoking |
| daily_hb_lborres | Haemoglobin |
| daily_alt_lborres | ALT/SGPT |
| daily_bil_lborres | Total Bilirubin |
| daily_ast_lborres | AST/SGOT |
| daily_glucose_lborres | Glucose |
| daily_bun_lborres | Urea (BUN) |
| daily_lactate_lborres | Lactate |
| daily_procal_lborres | Procalcitonin |
| daily_ldh_lborres | LDH |
| daily_crekin_lborres | Creatine kinase |
| daily_troponin_lborres | Troponin I |
| daily_ddimer_lborres | D-dimer |
| daily_ferritin_lborres | Ferritin |
| daily_il6_lborres | IL-6 |
| Original Data | Drop Factors | NA Filter | |
|---|---|---|---|
| Number of observations | 144 | 144 | 144 |
| Number of variables | 382 | 272 | 165 |
| Original Data | Drop Factors | NA Filter | |
|---|---|---|---|
| Number of observations | 505 | 505 | 498 |
| Number of variables | 251 | 175 | 114 |
| Original Data | Drop Factors | NA Filter | |
|---|---|---|---|
| Number of observations | 1151 | 1151 | 1145 |
| Number of variables | 139 | 110 | 90 |
First, deletion for Near Zero Variance Variables. As they are qualitative variables, the deletion takes into account the number of categories and the frequency of each one. Function we used was provided for “caret” R package (http://rismyhammer.com/ml/Pre-Processing.html#zero-and-near-zero-variance-predictors).
| Variables | Description |
|---|---|
| ethnic___1 | Ethnic group (choice=Arab) |
| ethnic___2 | Ethnic group (choice=Black) |
| ethnic___3 | Ethnic group (choice=East Asian) |
| ethnic___4 | Ethnic group (choice=South Asian) |
| ethnic___6 | Ethnic group (choice=Latin American) |
| healthwork_erterm | Employed as a healthcare worker? |
| sorethroat_ceoccur_v2 | Sore throat |
| runnynose_ceoccur_v2 | Runny nose (Rhinorrhoea) |
| wheeze_ceoccur_v2 | Wheezing |
| headache_ceoccur_v2 | Headache |
| anosmia_ceoccur_v2 | Loss of smell (Anosmia) |
| seizures_cecoccur_v2 | Seizures |
| abdopain_ceoccur_v2 | Abdominal pain |
| vomit_ceoccur_v2 | Vomiting / Nausea |
| rash_ceoccur_v2 | Skin rash |
| bleed_ceoccur_v2 | Bleeding (Haemorrhage) |
| other_ceoccur_v2 | Other sign or symptom |
| pre_oralsteroid_cmoccur | Oral steroids |
| pre_nonoralsteroid_cmoccur | Other immunosuppressant agents (not oral steroids) |
| pre_othmed_cmoccur | Other targeted COVID-19 Medications |
| asthma_mhyn | Asthma (physician diagnosed) |
| modliver_mhyn | Moderate or severe liver disease |
| mildliv_mhyn | Mild liver disease |
| asplenia_mhyn | Asplenia |
| chronhaemo_mhyn | Chronic hematologic disease |
| tb_mhyn | Tuberculosis |
| malnutrition_mhyn | Malnutrition |
| daily_noninvasive_prtrt | Non-invasive ventilation (Any)? |
| daily_invasive_prtrt | Invasive ventilation? |
| daily_prone_cmtrt | Prone Positioning? |
| daily_inotrope_cmyn | Any vasopressor / inotropic support? |
| daily_neuro_cmtrt | Neuromuscular blocking agents? |
| daily_hoterm | Current admission to ICU/ITU/IMC/HDU? |
| daily_meanart_lbyn | Mean Arterial Pressure available? |
| tracheo_prtrt | Tracheostomy inserted sometime? |
| pneumothorax_ceterm | Pneumothorax |
| cardiomyopathy_ceterm | Cardiomyopathy |
| bacteraemia_ceterm | Bacteraemia |
| coagulo_ceterm | Coagulation disorder / DIC |
| pulmemb_ceterm | Pulmonary embolism |
| rhabdomyolsis_ceterm | Rhabdomyolysis / Myositis |
| gastro_ceterm | Gastrointestinal hemorrhage |
| hypoglycemia_ceterm | Hypoglycaemia |
| xray_prperf_v2 | Chest X-Ray performed? |
| antiviral_cmtrt___7 | Antiviral or COVID-19 targeted agent - if YES, specify all agents: (choice=Remdesivir) |
| corticost_cmroute___1 | Corticosteroid - if YES, Route: (choice=Oral) |
| corticost_cmroute___3 | Corticosteroid - if YES, Route: (choice=Inhaled) |
| heparint_cmtrt___1 | Heparin - if YES: (choice=Unfractionated) |
| heparint_cmtrt___3 | Heparin - if YES: (choice=Fondaparinux) |
| heparint_cmtrt___4 | Heparin - if YES: (choice=Unknown) |
| antifung_cmyn | Antifungal agent? |
| Variables | Description |
|---|---|
| ethnic___6 | Ethnic group (choice=Latin American) |
| ethnic___7 | Ethnic group (choice=White) |
| healthwork_erterm | Employed as a healthcare worker? |
| hoyn | Was the patient admitted previously or transferred from any other facility during this illness episode? |
| sorethroat_ceoccur_v2 | Sore throat |
| runnynose_ceoccur_v2 | Runny nose (Rhinorrhoea) |
| wheeze_ceoccur_v2 | Wheezing |
| lowerchest_ceoccur_v2 | Lower chest wall indrawing |
| headache_ceoccur_v2 | Headache |
| anosmia_ceoccur_v2 | Loss of smell (Anosmia) |
| ageusia_ceoccur_v2 | Loss of taste (Ageusia) |
| fatigue_ceoccur_v2 | Fatigue / Malaise |
| confusion_ceoccur_v2 | Altered consciousness / confusion |
| abdopain_ceoccur_v2 | Abdominal pain |
| bleed_ceoccur_v2 | Bleeding (Haemorrhage) |
| pre_ace_cmoccur | Angiotensin converting enzyme inhibitors (ACE inhibitors) |
| pre_arb_cmoccur | Angiotensin II receptor blockers (ARBs) |
| pre_oralsteroid_cmoccur | Oral steroids |
| pre_antiviral_cmoccur | Antivirals |
| pre_antibiotic_cmoccur | Antibiotics |
| asthma_mhyn | Asthma (physician diagnosed) |
| obesity_mhyn | Obesity (as defined by clinical staff) |
| modliver_mhyn | Moderate or severe liver disease |
| mildliv_mhyn | Mild liver disease |
| chronicneu_mhyn | Chronic neurological disorder |
| chronhaemo_mhyn | Chronic hematologic disease |
| rheumatology_mhyr | Rheumatologic disorder |
| dementia_mhyn | Dementia |
| daily_nasaloxy_cmtrt | High-flow nasal canula oxygen therapy? |
| daily_prone_cmtrt | Prone Positioning? |
| daily_inotrope_cmyn | Any vasopressor / inotropic support? |
| daily_neuro_cmtrt | Neuromuscular blocking agents? |
| inotrop_cmtrt | Inotropes / vasopressors? |
| viralpneu_ceterm | Viral pneumonia/pneumonitis |
| ards_ceterm | Acute Respiratory Distress Syndrome |
| pleuraleff_ceterm | Pleural effusion |
| cardiacarrest_ceterm | Cardiac arrest |
| myocardial_ceterm | Myocardial infarction |
| ischaemia_ceterm | Cardiac ischemia |
| arrhythmia_ceterm | Cardiac arrhythmia |
| heartfailure_ceterm | Congestive heart failure |
| seizure_ceterm | Seizure |
| liverdysfunction_ceterm | Liver dysfunction |
| xray_prperf_v2 | Chest X-Ray performed? |
| ct_prperf | CT performed? |
| ct_infiltrates_faorres | CT performed - if YES, were infiltrates present? |
| Variables | Description |
|---|---|
| ethnic___1 | Ethnic group (choice=Arab) |
| ethnic___2 | Ethnic group (choice=Black) |
| ethnic___3 | Ethnic group (choice=East Asian) |
| ethnic___4 | Ethnic group (choice=South Asian) |
| ethnic___5 | Ethnic group (choice=West Asian) |
| ethnic___6 | Ethnic group (choice=Latin American) |
| ethnic___7 | Ethnic group (choice=White) |
| ethnic___8 | Ethnic group (choice=Aboriginal/First Nations) |
| ethnic___9 | Ethnic group (choice=Other) |
| healthwork_erterm | Employed as a healthcare worker? |
| sorethroat_ceoccur_v2 | Sore throat |
| runnynose_ceoccur_v2 | Runny nose (Rhinorrhoea) |
| lowerchest_ceoccur_v2 | Lower chest wall indrawing |
| chestpain_ceoccur_v2 | Chest pain |
| conjunct_ceoccur_v2 | Conjunctivitis |
| headache_ceoccur_v2 | Headache |
| anosmia_ceoccur_v2 | Loss of smell (Anosmia) |
| ageusia_ceoccur_v2 | Loss of taste (Ageusia) |
| seizures_cecoccur_v2 | Seizures |
| confusion_ceoccur_v2 | Altered consciousness / confusion |
| jointpain_ceoccur_v2 | Joint pain (Arthralgia) |
| abdopain_ceoccur_v2 | Abdominal pain |
| rash_ceoccur_v2 | Skin rash |
| asthma_mhyn | Asthma (physician diagnosed) |
| modliver_mhyn | Moderate or severe liver disease |
| mildliv_mhyn | Mild liver disease |
| chronhaemo_mhyn | Chronic hematologic disease |
| rheumatology_mhyr | Rheumatologic disorder |
| dementia_mhyn | Dementia |
| malnutrition_mhyn | Malnutrition |
| tracheo_prtrt | Tracheostomy inserted sometime? |
| ischaemia_ceterm | Cardiac ischemia |
| arrhythmia_ceterm | Cardiac arrhythmia |
| myocarditis_ceterm | Myocarditis/Pericarditis |
| heartfailure_ceterm | Congestive heart failure |
| seizure_ceterm | Seizure |
| stroke_ceterm | Stroke / Cerebrovascular accident |
| pulmemb_ceterm | Pulmonary embolism |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | |
|---|---|---|---|---|
| Number of observations | 144 | 144 | 144 | 144 |
| Number of variables | 382 | 272 | 165 | 114 |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | |
|---|---|---|---|---|
| Number of observations | 505 | 505 | 498 | 498 |
| Number of variables | 251 | 175 | 114 | 68 |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | |
|---|---|---|---|---|
| Number of observations | 1151 | 1151 | 1145 | 1145 |
| Number of variables | 139 | 110 | 90 | 52 |
Qualitative variables for merged data sets are shown. A chi2 test is perform for each variable in merge databases.
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A Coefficient CutOff is applied to remove near-zero variance variables.
| Info |
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| No observations with problems have been found |
| Info |
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| No observations with problems have been found |
| Info |
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| No observations with problems have been found |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | NUM - NZV Filter | |
|---|---|---|---|---|---|
| Number of observations | 144 | 144 | 144 | 144 | 144 |
| Number of variables | 382 | 272 | 165 | 114 | 114 |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | NUM - NZV Filter | |
|---|---|---|---|---|---|
| Number of observations | 505 | 505 | 498 | 498 | 498 |
| Number of variables | 251 | 175 | 114 | 68 | 68 |
| Original Data | Drop Factors | NA Filter | QUAL - NZV Filter | NUM - NZV Filter | |
|---|---|---|---|---|---|
| Number of observations | 1151 | 1151 | 1145 | 1145 | 1145 |
| Number of variables | 139 | 110 | 90 | 52 | 52 |
Stack histogram and violin/boxplot is shown for each numerical variable in merged data sets. Possible outliers are detected by using the \(Q3+1.5*IQR\) and \(Q1+1.5*IQR\) formula for the entire range of values (not by hospital).
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| Info |
|---|
| No observations with problems have been found |
| Patients | Values |
|---|---|
| 481-0022 | 40.5 |
| 481-0191 | 40.4 |
| Patients | Values | |
|---|---|---|
| 1 | 481-0003 | 170 |
| 3 | 481-0082 | 140 |
| 2 | 481-0081 | 137 |
| 4 | 481-0126 | 40 |
| 5 | 481-0171 | 40 |
| Patients | Values |
|---|---|
| 481-0075 | 210 |
| 481-0080 | 210 |
| Patients | Values |
|---|---|
| 481-0145 | 105 |
| Patients | Values | |
|---|---|---|
| 4 | 481-0052 | 85 |
| 11 | 481-0159 | 84 |
| 12 | 481-0194 | 84 |
| 6 | 481-0066 | 83 |
| 2 | 481-0030 | 82 |
| 3 | 481-0041 | 82 |
| 1 | 481-0012 | 80 |
| 5 | 481-0064 | 80 |
| 7 | 481-0079 | 80 |
| 9 | 481-0136 | 76 |
| 8 | 481-0126 | 74 |
| 10 | 481-0149 | 71 |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values |
|---|---|
| 481-0171 | 45 |
| Patients | Values |
|---|---|
| 481-0080 | 210 |
| Patients | Values | |
|---|---|---|
| 1 | 481-0041 | 100 |
| 2 | 481-0077 | 100 |
| 3 | 481-0078 | 100 |
| 6 | 481-0157 | 100 |
| 5 | 481-0149 | 50 |
| 4 | 481-0082 | 40 |
| Patients | Values | |
|---|---|---|
| 8 | 481-0128 | 88 |
| 2 | 481-0036 | 87 |
| 3 | 481-0052 | 85 |
| 5 | 481-0073 | 84 |
| 10 | 481-0194 | 84 |
| 1 | 481-0003 | 83 |
| 4 | 481-0066 | 83 |
| 9 | 481-0136 | 76 |
| 7 | 481-0126 | 74 |
| 6 | 481-0079 | 49 |
| Patients | Values | |
|---|---|---|
| 6 | 481-0082 | 155 |
| 1 | 481-0027 | 151 |
| 2 | 481-0035 | 130 |
| 3 | 481-0048 | 116 |
| 4 | 481-0055 | 115 |
| 5 | 481-0065 | 112 |
| 7 | 481-0113 | 109 |
| Patients | Values | |
|---|---|---|
| 2 | 481-0041 | 66 |
| 4 | 481-0065 | 60 |
| 1 | 481-0027 | 59 |
| 5 | 481-0126 | 59 |
| 3 | 481-0055 | 51 |
| Patients | Values |
|---|---|
| 481-0003 | 7.31 |
| 481-0041 | 7.3 |
| 481-0126 | 7.14 |
| Patients | Values | |
|---|---|---|
| 2 | 481-0134 | 37 |
| 1 | 481-0019 | 36.8 |
| Patients | Values | |
|---|---|---|
| 5 | 481-0134 | 17.7 |
| 1 | 481-0019 | 14.1 |
| 3 | 481-0065 | 13.1 |
| 2 | 481-0023 | 12.7 |
| 4 | 481-0087 | -13 |
| Patients | Values | |
|---|---|---|
| 2 | 481-0141 | 86 |
| 1 | 481-0068 | 84 |
| 3 | 481-0197 | 84 |
| Patients | Values | |
|---|---|---|
| 2 | 481-0029 | 16.4 |
| 3 | 481-0096 | 14.9 |
| 1 | 481-0027 | 14.2 |
| Patients | Values | |
|---|---|---|
| 1 | 481-0027 | 8 |
| 6 | 481-0194 | 5.3 |
| 7 | 481-0196 | 3.83 |
| 2 | 481-0043 | 2.8 |
| 5 | 481-0181 | 2.8 |
| 4 | 481-0153 | 2.62 |
| 3 | 481-0074 | 2.4 |
| Patients | Values | |
|---|---|---|
| 1 | 481-0029 | 14.5 |
| 3 | 481-0096 | 13.1 |
| 2 | 481-0040 | 11.9 |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values | |
|---|---|---|
| 4 | 481-0150 | 570 |
| 1 | 481-0055 | 446 |
| 2 | 481-0088 | 444 |
| 3 | 481-0119 | 421 |
| Patients | Values | |
|---|---|---|
| 3 | 481-0041 | 761 |
| 8 | 481-0118 | 201 |
| 1 | 481-0003 | 146 |
| 9 | 481-0136 | 132 |
| 2 | 481-0004 | 128 |
| 10 | 481-0145 | 120 |
| 6 | 481-0066 | 118 |
| 7 | 481-0081 | 115 |
| 4 | 481-0044 | 107 |
| 5 | 481-0064 | 99 |
| 11 | 481-0163 | 96 |
| Patients | Values | |
|---|---|---|
| 5 | 481-0168 | 77.7 |
| 3 | 481-0082 | 50 |
| 1 | 481-0004 | 30.9 |
| 2 | 481-0061 | 27.8 |
| 4 | 481-0120 | 26.3 |
| Patients | Values | |
|---|---|---|
| 6 | 481-0041 | 1549 |
| 1 | 481-0003 | 243 |
| 10 | 481-0118 | 220 |
| 2 | 481-0004 | 210 |
| 13 | 481-0168 | 197 |
| 4 | 481-0013 | 157 |
| 5 | 481-0032 | 155 |
| 8 | 481-0064 | 129 |
| 7 | 481-0044 | 126 |
| 3 | 481-0012 | 118 |
| 9 | 481-0099 | 116 |
| 12 | 481-0149 | 116 |
| 11 | 481-0127 | 109 |
| Patients | Values | |
|---|---|---|
| 5 | 481-0087 | 40.16 |
| 8 | 481-0149 | 38.47 |
| 6 | 481-0096 | 24.34 |
| 9 | 481-0171 | 24.3 |
| 2 | 481-0035 | 22.44 |
| 4 | 481-0085 | 22.08 |
| 3 | 481-0079 | 21.11 |
| 1 | 481-0003 | 20.9 |
| 7 | 481-0130 | 18.7 |
| Patients | Values | |
|---|---|---|
| 3 | 481-0085 | 5.6 |
| 4 | 481-0096 | 3.7 |
| 5 | 481-0126 | 3.7 |
| 1 | 481-0079 | 3.6 |
| 8 | 481-0175 | 2.8 |
| 2 | 481-0081 | 2.6 |
| 6 | 481-0168 | 2.5 |
| 7 | 481-0174 | 2.5 |
| Patients | Values | |
|---|---|---|
| 6 | 481-0149 | 385 |
| 1 | 481-0003 | 320 |
| 2 | 481-0035 | 249 |
| 4 | 481-0085 | 221 |
| 3 | 481-0068 | 220 |
| 5 | 481-0115 | 212 |
| Patients | Values | |
|---|---|---|
| 3 | 481-0106 | 163 |
| 5 | 481-0149 | 163 |
| 2 | 481-0096 | 155 |
| 4 | 481-0126 | 155 |
| 1 | 481-0082 | 153 |
| 6 | 481-0150 | 118 |
| Patients | Values | |
|---|---|---|
| 3 | 481-0079 | 5.77 |
| 2 | 481-0035 | 5.46 |
| 4 | 481-0085 | 5.14 |
| 1 | 481-0013 | 5.07 |
| 5 | 481-0107 | 2.53 |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values | |
|---|---|---|
| 2 | 481-0157 | 43 |
| 1 | 481-0134 | 39 |
| Patients | Values |
|---|---|
| 481-0074 | 29 |
| Patients | Values | |
|---|---|---|
| 2 | 481-0028 | 2 |
| 1 | 481-0003 | 1.5 |
| Info |
|---|
| No observations with problems have been found |
| Info |
|---|
| No observations with problems have been found |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values | |
|---|---|---|
| 2 | ICH-28 | 39 |
| 3 | ICH-587 | 38.54 |
| 1 | ICH-186 | 38.53 |
| Patients | Values | |
|---|---|---|
| 6 | ICH-523 | 132.2 |
| 8 | ICH-639 | 123.2 |
| 5 | ICH-517 | 120.2 |
| 3 | ICH-270 | 117.5 |
| 7 | ICH-555 | 114.2 |
| 4 | ICH-429 | 114 |
| 1 | ICH-157 | 113.9 |
| 2 | ICH-193 | 112.2 |
| Patients | Values | |
|---|---|---|
| 3 | ICH-157 | 31.67 |
| 23 | ICH-600 | 31 |
| 15 | ICH-463 | 29.2 |
| 20 | ICH-52 | 26.5 |
| 9 | ICH-263 | 25 |
| 4 | ICH-173 | 24.33 |
| 18 | ICH-517 | 24 |
| 22 | ICH-573 | 24 |
| 8 | ICH-237 | 23.67 |
| 14 | ICH-434 | 23.6 |
| 19 | ICH-519 | 23.5 |
| 11 | ICH-359 | 23.33 |
| 7 | ICH-208 | 22.5 |
| 13 | ICH-417 | 22.5 |
| 25 | ICH-90 | 22.5 |
| 5 | ICH-181 | 22.33 |
| 1 | ICH-118 | 22.25 |
| 12 | ICH-402 | 22.25 |
| 2 | ICH-147 | 22 |
| 6 | ICH-198 | 22 |
| 10 | ICH-347 | 22 |
| 16 | ICH-471 | 22 |
| 17 | ICH-477 | 22 |
| 24 | ICH-83 | 22 |
| 21 | ICH-569 | 14.67 |
| Patients | Values | |
|---|---|---|
| 3 | ICH-443 | 175 |
| 5 | ICH-542 | 175 |
| 9 | ICH-600 | 165.9 |
| 1 | ICH-14 | 161.7 |
| 4 | ICH-502 | 161.5 |
| 6 | ICH-590 | 160.7 |
| 7 | ICH-598 | 160.5 |
| 8 | ICH-60 | 160.2 |
| 2 | ICH-27 | 78.33 |
| Patients | Values | |
|---|---|---|
| 2 | ICH-221 | 93.33 |
| 4 | ICH-568 | 48.33 |
| 5 | ICH-610 | 48.29 |
| 3 | ICH-357 | 47 |
| 1 | ICH-173 | 40.12 |
| Patients | Values | |
|---|---|---|
| 2 | ICH-28 | 39 |
| 3 | ICH-587 | 38.54 |
| 1 | ICH-186 | 38.53 |
| Patients | Values | |
|---|---|---|
| 7 | ICH-523 | 132.2 |
| 9 | ICH-639 | 123.2 |
| 6 | ICH-517 | 120.2 |
| 4 | ICH-270 | 117.5 |
| 8 | ICH-555 | 114.2 |
| 5 | ICH-429 | 114 |
| 1 | ICH-157 | 113.9 |
| 2 | ICH-193 | 112.2 |
| 3 | ICH-211 | 52.25 |
| Patients | Values | |
|---|---|---|
| 3 | ICH-157 | 31.67 |
| 25 | ICH-600 | 31 |
| 17 | ICH-463 | 29.2 |
| 22 | ICH-52 | 26.5 |
| 11 | ICH-263 | 25 |
| 4 | ICH-173 | 24.33 |
| 20 | ICH-517 | 24 |
| 24 | ICH-573 | 24 |
| 9 | ICH-237 | 23.67 |
| 16 | ICH-434 | 23.6 |
| 21 | ICH-519 | 23.5 |
| 13 | ICH-359 | 23.33 |
| 8 | ICH-208 | 22.5 |
| 15 | ICH-417 | 22.5 |
| 27 | ICH-90 | 22.5 |
| 5 | ICH-181 | 22.33 |
| 1 | ICH-118 | 22.25 |
| 14 | ICH-402 | 22.25 |
| 2 | ICH-147 | 22 |
| 7 | ICH-198 | 22 |
| 12 | ICH-347 | 22 |
| 18 | ICH-471 | 22 |
| 19 | ICH-477 | 22 |
| 26 | ICH-83 | 22 |
| 6 | ICH-182 | 15 |
| 10 | ICH-253 | 15 |
| 23 | ICH-569 | 14.67 |
| Patients | Values | |
|---|---|---|
| 4 | ICH-443 | 175 |
| 7 | ICH-542 | 175 |
| 11 | ICH-600 | 165.9 |
| 2 | ICH-229 | 165 |
| 1 | ICH-14 | 161.7 |
| 5 | ICH-502 | 161.5 |
| 8 | ICH-590 | 160.7 |
| 9 | ICH-598 | 160.5 |
| 10 | ICH-60 | 160.2 |
| 6 | ICH-52 | 89 |
| 3 | ICH-27 | 78.33 |
| Patients | Values | |
|---|---|---|
| 2 | ICH-221 | 93.33 |
| 4 | ICH-568 | 48.33 |
| 3 | ICH-357 | 47 |
| 1 | ICH-173 | 40.12 |
| Patients | Values | |
|---|---|---|
| 12 | ICH-220 | 89 |
| 20 | ICH-353 | 89 |
| 30 | ICH-598 | 88.86 |
| 11 | ICH-215 | 88 |
| 17 | ICH-299 | 88 |
| 22 | ICH-400 | 88 |
| 29 | ICH-517 | 88 |
| 21 | ICH-367 | 87.4 |
| 26 | ICH-480 | 87 |
| 27 | ICH-486 | 87 |
| 32 | ICH-67 | 87 |
| 34 | ICH-76 | 86.75 |
| 1 | ICH-100 | 86 |
| 3 | ICH-12 | 86 |
| 7 | ICH-162 | 86 |
| 33 | ICH-69 | 85 |
| 6 | ICH-157 | 84.17 |
| 2 | ICH-104 | 84 |
| 16 | ICH-267 | 83 |
| 5 | ICH-150 | 82 |
| 8 | ICH-173 | 82 |
| 25 | ICH-463 | 82 |
| 35 | ICH-8 | 82 |
| 4 | ICH-120 | 80 |
| 9 | ICH-192 | 80 |
| 10 | ICH-204 | 79 |
| 14 | ICH-264 | 79 |
| 13 | ICH-242 | 77 |
| 19 | ICH-352 | 77 |
| 31 | ICH-664 | 75 |
| 15 | ICH-265 | 74 |
| 18 | ICH-314 | 70 |
| 24 | ICH-446 | 66 |
| 28 | ICH-505 | 60 |
| 36 | ICH-92 | 43 |
| 23 | ICH-426 | 40 |
| Patients | Values | |
|---|---|---|
| 30 | ICH-639 | 113.2 |
| 27 | ICH-600 | 38.17 |
| 3 | ICH-161 | 29.54 |
| 10 | ICH-314 | 26.32 |
| 19 | ICH-480 | 23.49 |
| 13 | ICH-405 | 21.5 |
| 6 | ICH-229 | 20.5 |
| 22 | ICH-52 | 20.19 |
| 7 | ICH-233 | 20.07 |
| 23 | ICH-523 | 19.85 |
| 14 | ICH-416 | 19.56 |
| 17 | ICH-465 | 19.46 |
| 12 | ICH-34 | 19.12 |
| 29 | ICH-629 | 19.04 |
| 4 | ICH-163 | 18.59 |
| 5 | ICH-164 | 18.22 |
| 8 | ICH-246 | 17.49 |
| 21 | ICH-505 | 17.14 |
| 15 | ICH-435 | 17.12 |
| 1 | ICH-147 | 16.87 |
| 2 | ICH-160 | 15.84 |
| 16 | ICH-447 | 15.82 |
| 28 | ICH-616 | 15.78 |
| 24 | ICH-538 | 15.73 |
| 18 | ICH-48 | 15.71 |
| 26 | ICH-598 | 15.62 |
| 20 | ICH-500 | 15.37 |
| 32 | ICH-79 | 15.28 |
| 25 | ICH-544 | 14.46 |
| 11 | ICH-316 | 14.42 |
| 9 | ICH-282 | 14.38 |
| 31 | ICH-78 | 14.35 |
| Patients | Values | |
|---|---|---|
| 3 | ICH-161 | 12.3 |
| 4 | ICH-233 | 9.5 |
| 7 | ICH-316 | 7.7 |
| 8 | ICH-361 | 4.4 |
| 2 | ICH-147 | 4.35 |
| 14 | ICH-92 | 3.8 |
| 12 | ICH-648 | 3.6 |
| 11 | ICH-539 | 3.3 |
| 10 | ICH-503 | 2.8 |
| 1 | ICH-126 | 2.7 |
| 5 | ICH-275 | 2.7 |
| 13 | ICH-66 | 2.7 |
| 6 | ICH-314 | 2.65 |
| 9 | ICH-481 | 2.6 |
| Patients | Values | |
|---|---|---|
| 23 | ICH-600 | 35 |
| 9 | ICH-314 | 21.25 |
| 16 | ICH-480 | 21 |
| 18 | ICH-52 | 19.1 |
| 6 | ICH-229 | 18.95 |
| 11 | ICH-405 | 18.7 |
| 14 | ICH-465 | 18.3 |
| 19 | ICH-523 | 18 |
| 1 | ICH-16 | 17.95 |
| 12 | ICH-416 | 17.7 |
| 25 | ICH-629 | 17.1 |
| 7 | ICH-246 | 16.2 |
| 3 | ICH-161 | 16.1 |
| 4 | ICH-163 | 16 |
| 10 | ICH-34 | 15.65 |
| 5 | ICH-164 | 15.4 |
| 17 | ICH-505 | 15.25 |
| 13 | ICH-435 | 14.95 |
| 22 | ICH-598 | 14.9 |
| 20 | ICH-538 | 14.3 |
| 15 | ICH-48 | 13.9 |
| 2 | ICH-160 | 13.7 |
| 21 | ICH-544 | 13.6 |
| 26 | ICH-79 | 13.3 |
| 8 | ICH-282 | 13.05 |
| 24 | ICH-616 | 12.9 |
| Patients | Values | |
|---|---|---|
| 10 | ICH-515 | 53.4 |
| 12 | ICH-642 | 50.2 |
| 8 | ICH-357 | 25.8 |
| 4 | ICH-204 | 25.7 |
| 14 | ICH-79 | 25 |
| 11 | ICH-639 | 24.9 |
| 9 | ICH-397 | 24.8 |
| 1 | ICH-139 | 24.5 |
| 6 | ICH-233 | 24.5 |
| 5 | ICH-232 | 24.4 |
| 2 | ICH-171 | 24 |
| 7 | ICH-317 | 23.7 |
| 3 | ICH-173 | 22.95 |
| 13 | ICH-660 | 22.6 |
| Patients | Values | |
|---|---|---|
| 1 | ICH-163 | 917 |
| 8 | ICH-556 | 663 |
| 2 | ICH-181 | 623 |
| 7 | ICH-539 | 581 |
| 5 | ICH-398 | 542 |
| 6 | ICH-503 | 524 |
| 4 | ICH-229 | 520 |
| 12 | ICH-92 | 492 |
| 11 | ICH-73 | 484 |
| 9 | ICH-557 | 480 |
| 3 | ICH-219 | 466 |
| 10 | ICH-559 | 462 |
| Patients | Values | |
|---|---|---|
| 20 | ICH-351 | 8.72 |
| 3 | ICH-139 | 7.46 |
| 15 | ICH-247 | 3.85 |
| 16 | ICH-263 | 3.76 |
| 9 | ICH-22 | 3.63 |
| 19 | ICH-347 | 2.3 |
| 18 | ICH-343 | 2.26 |
| 28 | ICH-559 | 2.09 |
| 29 | ICH-595 | 2.06 |
| 12 | ICH-241 | 1.93 |
| 6 | ICH-173 | 1.915 |
| 1 | ICH-120 | 1.84 |
| 22 | ICH-367 | 1.75 |
| 4 | ICH-153 | 1.71 |
| 10 | ICH-225 | 1.69 |
| 14 | ICH-246 | 1.68 |
| 8 | ICH-219 | 1.66 |
| 25 | ICH-45 | 1.63 |
| 23 | ICH-40 | 1.6 |
| 30 | ICH-629 | 1.59 |
| 31 | ICH-653 | 1.59 |
| 5 | ICH-160 | 1.58 |
| 17 | ICH-313 | 1.57 |
| 7 | ICH-197 | 1.56 |
| 24 | ICH-440 | 1.56 |
| 26 | ICH-47 | 1.56 |
| 13 | ICH-244 | 1.55 |
| 27 | ICH-509 | 1.54 |
| 11 | ICH-229 | 1.535 |
| 2 | ICH-129 | 1.53 |
| 21 | ICH-362 | 1.52 |
| Patients | Values | |
|---|---|---|
| 8 | ICH-242 | 347 |
| 15 | ICH-435 | 256 |
| 17 | ICH-45 | 256 |
| 3 | ICH-145 | 217.5 |
| 27 | ICH-629 | 190 |
| 29 | ICH-673 | 187 |
| 18 | ICH-450 | 183 |
| 28 | ICH-632 | 175 |
| 1 | ICH-114 | 174 |
| 24 | ICH-550 | 162 |
| 21 | ICH-511 | 156 |
| 4 | ICH-155 | 152 |
| 12 | ICH-383 | 145 |
| 6 | ICH-184 | 137 |
| 30 | ICH-68 | 129 |
| 13 | ICH-398 | 120 |
| 16 | ICH-449 | 115 |
| 19 | ICH-490 | 112 |
| 11 | ICH-332 | 111 |
| 26 | ICH-578 | 109.5 |
| 23 | ICH-529 | 109 |
| 31 | ICH-9 | 109 |
| 2 | ICH-121 | 108 |
| 14 | ICH-400 | 108 |
| 7 | ICH-2 | 101 |
| 5 | ICH-183 | 99 |
| 10 | ICH-307 | 99 |
| 22 | ICH-526 | 94 |
| 25 | ICH-553 | 93 |
| 20 | ICH-493 | 92 |
| 9 | ICH-270 | 91 |
| Patients | Values | |
|---|---|---|
| 5 | ICH-242 | 254.8 |
| 19 | ICH-629 | 198.4 |
| 10 | ICH-352 | 71.84 |
| 4 | ICH-229 | 54.73 |
| 3 | ICH-173 | 51.31 |
| 20 | ICH-661 | 49.6 |
| 21 | ICH-69 | 49.6 |
| 9 | ICH-347 | 46.18 |
| 6 | ICH-246 | 44.47 |
| 18 | ICH-544 | 41.05 |
| 14 | ICH-439 | 37.63 |
| 2 | ICH-139 | 35.92 |
| 7 | ICH-32 | 35.92 |
| 8 | ICH-341 | 35.92 |
| 1 | ICH-137 | 35.06 |
| 11 | ICH-376 | 35.06 |
| 13 | ICH-400 | 34.21 |
| 16 | ICH-467 | 34.21 |
| 17 | ICH-478 | 34.21 |
| 15 | ICH-444 | 32.5 |
| 12 | ICH-391 | 30.79 |
| Patients | Values | |
|---|---|---|
| 9 | ICH-242 | 391 |
| 5 | ICH-155 | 284 |
| 30 | ICH-632 | 265 |
| 31 | ICH-673 | 228 |
| 4 | ICH-145 | 178 |
| 18 | ICH-435 | 157 |
| 26 | ICH-514 | 156 |
| 15 | ICH-383 | 154 |
| 29 | ICH-629 | 151 |
| 21 | ICH-450 | 145 |
| 16 | ICH-400 | 144 |
| 17 | ICH-41 | 144 |
| 23 | ICH-478 | 142 |
| 20 | ICH-449 | 138 |
| 34 | ICH-9 | 134 |
| 12 | ICH-31 | 132 |
| 28 | ICH-578 | 128.5 |
| 2 | ICH-121 | 128 |
| 11 | ICH-307 | 128 |
| 14 | ICH-357 | 125 |
| 3 | ICH-138 | 122 |
| 1 | ICH-10 | 121 |
| 7 | ICH-184 | 120 |
| 33 | ICH-69 | 119.5 |
| 13 | ICH-332 | 110 |
| 22 | ICH-464 | 108 |
| 6 | ICH-157 | 107 |
| 24 | ICH-490 | 107 |
| 25 | ICH-511 | 107 |
| 8 | ICH-237 | 101 |
| 27 | ICH-529 | 101 |
| 32 | ICH-68 | 99 |
| 10 | ICH-26 | 98 |
| 19 | ICH-438 | 98 |
| Patients | Values | |
|---|---|---|
| 19 | ICH-347 | 44.53 |
| 14 | ICH-263 | 41.99 |
| 21 | ICH-357 | 39.6 |
| 23 | ICH-367 | 35.7 |
| 37 | ICH-52 | 32.2 |
| 49 | ICH-72 | 32.02 |
| 45 | ICH-629 | 31.27 |
| 15 | ICH-270 | 31.24 |
| 1 | ICH-116 | 30.42 |
| 10 | ICH-191 | 27.84 |
| 39 | ICH-526 | 26.97 |
| 4 | ICH-140 | 26.73 |
| 8 | ICH-188 | 26.31 |
| 12 | ICH-204 | 25.79 |
| 35 | ICH-461 | 24.52 |
| 50 | ICH-73 | 24.2 |
| 7 | ICH-173 | 23.76 |
| 13 | ICH-208 | 23.16 |
| 3 | ICH-126 | 22.3 |
| 42 | ICH-595 | 20.91 |
| 34 | ICH-45 | 20.83 |
| 32 | ICH-446 | 20.8 |
| 5 | ICH-16 | 20.11 |
| 38 | ICH-523 | 19.93 |
| 48 | ICH-67 | 19.81 |
| 31 | ICH-438 | 19.78 |
| 20 | ICH-351 | 19.76 |
| 24 | ICH-370 | 19.75 |
| 36 | ICH-476 | 18.98 |
| 28 | ICH-42 | 18.92 |
| 2 | ICH-120 | 18.9 |
| 22 | ICH-365 | 18.25 |
| 26 | ICH-400 | 18.23 |
| 41 | ICH-574 | 18.19 |
| 27 | ICH-416 | 17.9 |
| 46 | ICH-642 | 17.87 |
| 9 | ICH-190 | 17.27 |
| 18 | ICH-340 | 17.27 |
| 16 | ICH-29 | 17.1 |
| 33 | ICH-447 | 17.1 |
| 40 | ICH-527 | 17.08 |
| 25 | ICH-394 | 17.05 |
| 30 | ICH-434 | 16.98 |
| 43 | ICH-598 | 16.95 |
| 6 | ICH-17 | 16.87 |
| 44 | ICH-600 | 16.78 |
| 11 | ICH-200 | 16.7 |
| 47 | ICH-664 | 16.63 |
| 17 | ICH-319 | 16.55 |
| 29 | ICH-423 | 16.28 |
| Patients | Values | |
|---|---|---|
| 13 | ICH-263 | 943.2 |
| 23 | ICH-370 | 860.1 |
| 35 | ICH-642 | 762.9 |
| 21 | ICH-365 | 748.8 |
| 18 | ICH-351 | 662.1 |
| 15 | ICH-330 | 532.2 |
| 9 | ICH-204 | 528.6 |
| 36 | ICH-72 | 481.8 |
| 17 | ICH-347 | 430.5 |
| 20 | ICH-357 | 381.9 |
| 6 | ICH-173 | 323.6 |
| 1 | ICH-126 | 285.5 |
| 29 | ICH-461 | 266.5 |
| 27 | ICH-447 | 266.1 |
| 24 | ICH-384 | 255.5 |
| 31 | ICH-52 | 238.7 |
| 26 | ICH-438 | 233.4 |
| 2 | ICH-140 | 229 |
| 8 | ICH-191 | 228.1 |
| 4 | ICH-157 | 216.6 |
| 32 | ICH-569 | 212.6 |
| 7 | ICH-190 | 203.3 |
| 37 | ICH-73 | 195.4 |
| 5 | ICH-17 | 194.5 |
| 19 | ICH-352 | 193.6 |
| 11 | ICH-246 | 187.4 |
| 3 | ICH-151 | 186.5 |
| 22 | ICH-367 | 184.8 |
| 34 | ICH-629 | 183.9 |
| 16 | ICH-340 | 173.3 |
| 10 | ICH-228 | 170.6 |
| 28 | ICH-45 | 167.1 |
| 14 | ICH-270 | 164.4 |
| 30 | ICH-476 | 162.7 |
| 12 | ICH-25 | 159.1 |
| 25 | ICH-400 | 154.7 |
| 33 | ICH-593 | 149.4 |
| Patients | Values | |
|---|---|---|
| 7 | ICH-270 | 183 |
| 16 | ICH-45 | 168 |
| 14 | ICH-416 | 165 |
| 8 | ICH-279 | 160 |
| 19 | ICH-595 | 160 |
| 11 | ICH-400 | 156 |
| 18 | ICH-571 | 156 |
| 17 | ICH-531 | 153.5 |
| 22 | ICH-74 | 153 |
| 1 | ICH-100 | 151.5 |
| 4 | ICH-208 | 151 |
| 20 | ICH-600 | 150 |
| 2 | ICH-163 | 149 |
| 3 | ICH-188 | 149 |
| 10 | ICH-357 | 149 |
| 21 | ICH-69 | 131.5 |
| 5 | ICH-242 | 131 |
| 12 | ICH-405 | 131 |
| 13 | ICH-41 | 131 |
| 15 | ICH-443 | 127 |
| 9 | ICH-323 | 126 |
| 6 | ICH-263 | 124 |
| Patients | Values | |
|---|---|---|
| 7 | ICH-351 | 5.9 |
| 8 | ICH-357 | 5.9 |
| 3 | ICH-229 | 5.7 |
| 6 | ICH-324 | 5.6 |
| 11 | ICH-539 | 5.6 |
| 4 | ICH-24 | 5.5 |
| 5 | ICH-246 | 5.5 |
| 1 | ICH-111 | 5.4 |
| 9 | ICH-370 | 5.4 |
| 10 | ICH-432 | 5.4 |
| 2 | ICH-116 | 5.3 |
| 12 | ICH-642 | 5.3 |
| 13 | ICH-81 | 2.6 |
| Patients | Values | |
|---|---|---|
| 7 | ICH-67 | 562.9 |
| 4 | ICH-376 | 490.6 |
| 3 | ICH-25 | 468.4 |
| 2 | ICH-157 | 440.6 |
| 5 | ICH-446 | 426.6 |
| 1 | ICH-12 | 395.1 |
| 6 | ICH-530 | 370.1 |
| Patients | Values | |
|---|---|---|
| 36 | ICH-514 | 3595 |
| 24 | ICH-357 | 3011 |
| 1 | ICH-10 | 2998 |
| 19 | ICH-302 | 2408 |
| 30 | ICH-471 | 2384 |
| 23 | ICH-344 | 2194 |
| 31 | ICH-474 | 1197 |
| 15 | ICH-228 | 1121 |
| 38 | ICH-532 | 1110 |
| 46 | ICH-630 | 1108 |
| 29 | ICH-461 | 1100 |
| 4 | ICH-112 | 1072 |
| 47 | ICH-636 | 1044 |
| 49 | ICH-96 | 1039 |
| 17 | ICH-237 | 990 |
| 5 | ICH-131 | 939 |
| 9 | ICH-169 | 919 |
| 48 | ICH-69 | 877 |
| 45 | ICH-620 | 826 |
| 22 | ICH-332 | 814 |
| 35 | ICH-505 | 785 |
| 39 | ICH-538 | 784 |
| 37 | ICH-526 | 766 |
| 27 | ICH-447 | 765 |
| 28 | ICH-458 | 763 |
| 33 | ICH-478 | 749 |
| 41 | ICH-558 | 713 |
| 7 | ICH-140 | 709 |
| 10 | ICH-186 | 679 |
| 16 | ICH-230 | 626 |
| 26 | ICH-445 | 607 |
| 13 | ICH-208 | 598 |
| 11 | ICH-190 | 587 |
| 40 | ICH-540 | 582 |
| 12 | ICH-20 | 581 |
| 3 | ICH-105 | 575 |
| 8 | ICH-16 | 568.5 |
| 44 | ICH-613 | 544 |
| 43 | ICH-600 | 540 |
| 6 | ICH-139 | 539 |
| 34 | ICH-50 | 527 |
| 32 | ICH-475 | 514 |
| 14 | ICH-225 | 510 |
| 2 | ICH-103 | 507 |
| 42 | ICH-591 | 501 |
| 25 | ICH-4 | 496 |
| 21 | ICH-321 | 485 |
| 18 | ICH-25 | 480 |
| 20 | ICH-317 | 477 |
| Patients | Values | |
|---|---|---|
| 1 | ICH-141 | 41 |
| 13 | ICH-655 | 39 |
| 4 | ICH-166 | 33 |
| 2 | ICH-142 | 30 |
| 8 | ICH-285 | 26 |
| 9 | ICH-366 | 24 |
| 14 | ICH-92 | 24 |
| 7 | ICH-233 | 23 |
| 5 | ICH-196 | 22 |
| 12 | ICH-550 | 22 |
| 10 | ICH-410 | 21 |
| 11 | ICH-451 | 21 |
| 6 | ICH-197 | 20 |
| 3 | ICH-161 | 19 |
| 15 | ICH-99 | 19 |
| Patients | Values | |
|---|---|---|
| 1 | ICH-108 | 1 |
| 22 | ICH-237 | 1 |
| 30 | ICH-270 | 1 |
| 33 | ICH-299 | 1 |
| 34 | ICH-314 | 1 |
| 36 | ICH-330 | 1 |
| 39 | ICH-345 | 1 |
| 41 | ICH-404 | 1 |
| 43 | ICH-411 | 1 |
| 45 | ICH-446 | 1 |
| 47 | ICH-461 | 1 |
| 48 | ICH-462 | 1 |
| 50 | ICH-480 | 1 |
| 53 | ICH-527 | 1 |
| 59 | ICH-570 | 1 |
| 60 | ICH-576 | 1 |
| 61 | ICH-583 | 1 |
| 62 | ICH-587 | 1 |
| 65 | ICH-591 | 1 |
| 67 | ICH-614 | 1 |
| 69 | ICH-632 | 1 |
| 70 | ICH-636 | 1 |
| 72 | ICH-660 | 1 |
| 75 | ICH-73 | 1 |
| 76 | ICH-75 | 1 |
| 2 | ICH-11 | 0.5 |
| 3 | ICH-111 | 0.5 |
| 4 | ICH-12 | 0.5 |
| 5 | ICH-121 | 0.5 |
| 6 | ICH-125 | 0.5 |
| 7 | ICH-137 | 0.5 |
| 8 | ICH-142 | 0.5 |
| 9 | ICH-15 | 0.5 |
| 10 | ICH-151 | 0.5 |
| 11 | ICH-159 | 0.5 |
| 12 | ICH-165 | 0.5 |
| 13 | ICH-171 | 0.5 |
| 14 | ICH-185 | 0.5 |
| 15 | ICH-204 | 0.5 |
| 16 | ICH-205 | 0.5 |
| 17 | ICH-211 | 0.5 |
| 18 | ICH-216 | 0.5 |
| 19 | ICH-219 | 0.5 |
| 20 | ICH-224 | 0.5 |
| 21 | ICH-235 | 0.5 |
| 23 | ICH-238 | 0.5 |
| 24 | ICH-24 | 0.5 |
| 25 | ICH-242 | 0.5 |
| 26 | ICH-244 | 0.5 |
| 27 | ICH-26 | 0.5 |
| 28 | ICH-263 | 0.5 |
| 29 | ICH-265 | 0.5 |
| 31 | ICH-284 | 0.5 |
| 32 | ICH-29 | 0.5 |
| 35 | ICH-317 | 0.5 |
| 37 | ICH-343 | 0.5 |
| 38 | ICH-344 | 0.5 |
| 40 | ICH-37 | 0.5 |
| 42 | ICH-41 | 0.5 |
| 44 | ICH-432 | 0.5 |
| 46 | ICH-45 | 0.5 |
| 49 | ICH-478 | 0.5 |
| 51 | ICH-489 | 0.5 |
| 52 | ICH-509 | 0.5 |
| 54 | ICH-543 | 0.5 |
| 55 | ICH-55 | 0.5 |
| 56 | ICH-554 | 0.5 |
| 57 | ICH-569 | 0.5 |
| 58 | ICH-57 | 0.5 |
| 63 | ICH-59 | 0.5 |
| 64 | ICH-590 | 0.5 |
| 66 | ICH-595 | 0.5 |
| 68 | ICH-62 | 0.5 |
| 71 | ICH-648 | 0.5 |
| 73 | ICH-67 | 0.5 |
| 74 | ICH-69 | 0.5 |
| 77 | ICH-77 | 0.5 |
| 78 | ICH-79 | 0.5 |
| 79 | ICH-82 | 0.5 |
| 80 | ICH-85 | 0.5 |
| Patients | Values | |
|---|---|---|
| 1 | ICH-141 | 45 |
| 3 | ICH-200 | 45 |
| 2 | ICH-185 | 44 |
| 4 | ICH-337 | 43 |
| 5 | ICH-655 | 43 |
| 6 | ICH-98 | 43 |
| Patients | Values |
|---|---|
| ICH-673 | 34.2 |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values | |
|---|---|---|
| 3 | 481-0022 | 40.5 |
| 7 | 481-0191 | 40.4 |
| 5 | 481-0093 | 40 |
| 6 | 481-0099 | 39.9 |
| 8 | OMNI001-1005 | 39.8 |
| 9 | OMNI001-226 | 39.8 |
| 12 | OMNI001-777 | 39.8 |
| 1 | 481-0004 | 39.6 |
| 2 | 481-0011 | 39.4 |
| 4 | 481-0072 | 39.4 |
| 11 | OMNI001-578 | 39.4 |
| 13 | OMNI001-900 | 39.4 |
| 10 | OMNI001-424 | 33.5 |
| Patients | Values | |
|---|---|---|
| 1 | 481-0003 | 170 |
| 12 | OMNI001-128 | 160 |
| 4 | 481-0082 | 140 |
| 3 | 481-0081 | 137 |
| 10 | ICH-523 | 132.2 |
| 2 | 481-0079 | 130 |
| 5 | 481-0102 | 130 |
| 14 | OMNI001-303 | 130 |
| 15 | OMNI001-510 | 130 |
| 17 | OMNI001-97 | 130 |
| 9 | 481-0175 | 127 |
| 6 | 481-0120 | 126 |
| 7 | 481-0126 | 40 |
| 8 | 481-0171 | 40 |
| 16 | OMNI001-603 | 40 |
| 13 | OMNI001-270 | 36 |
| 11 | OMNI001-1115 | 30 |
| Patients | Values | |
|---|---|---|
| 31 | OMNI001-559 | 220 |
| 5 | 481-0075 | 210 |
| 6 | 481-0080 | 210 |
| 12 | OMNI001-121 | 200 |
| 16 | OMNI001-188 | 200 |
| 17 | OMNI001-226 | 200 |
| 11 | OMNI001-1015 | 190 |
| 15 | OMNI001-172 | 190 |
| 18 | OMNI001-253 | 190 |
| 19 | OMNI001-261 | 190 |
| 26 | OMNI001-498 | 188 |
| 10 | OMNI001-1 | 185 |
| 21 | OMNI001-38 | 185 |
| 24 | OMNI001-434 | 185 |
| 27 | OMNI001-509 | 185 |
| 28 | OMNI001-535 | 181 |
| 2 | 481-0012 | 180 |
| 14 | OMNI001-157 | 180 |
| 20 | OMNI001-28 | 180 |
| 23 | OMNI001-433 | 180 |
| 25 | OMNI001-450 | 180 |
| 29 | OMNI001-542 | 180 |
| 36 | OMNI001-71 | 180 |
| 37 | OMNI001-712 | 180 |
| 38 | OMNI001-789 | 180 |
| 39 | OMNI001-893 | 180 |
| 33 | OMNI001-585 | 178 |
| 4 | 481-0064 | 175 |
| 8 | ICH-443 | 175 |
| 9 | ICH-542 | 175 |
| 30 | OMNI001-550 | 175 |
| 34 | OMNI001-594 | 175 |
| 35 | OMNI001-623 | 175 |
| 1 | 481-0003 | 85 |
| 32 | OMNI001-582 | 85 |
| 3 | 481-0027 | 80 |
| 13 | OMNI001-13 | 80 |
| 22 | OMNI001-424 | 80 |
| 7 | ICH-27 | 78.33 |
| Patients | Values | |
|---|---|---|
| 11 | OMNI001-1015 | 158 |
| 32 | OMNI001-357 | 110 |
| 38 | OMNI001-480 | 110 |
| 42 | OMNI001-524 | 110 |
| 60 | OMNI001-958 | 110 |
| 62 | OMNI001-997 | 110 |
| 53 | OMNI001-751 | 109 |
| 6 | 481-0145 | 105 |
| 13 | OMNI001-1076 | 105 |
| 34 | OMNI001-396 | 105 |
| 37 | OMNI001-473 | 105 |
| 44 | OMNI001-528 | 105 |
| 1 | 481-0004 | 100 |
| 2 | 481-0012 | 100 |
| 3 | 481-0074 | 100 |
| 4 | 481-0078 | 100 |
| 5 | 481-0097 | 100 |
| 14 | OMNI001-1120 | 100 |
| 17 | OMNI001-15 | 100 |
| 18 | OMNI001-155 | 100 |
| 19 | OMNI001-156 | 100 |
| 20 | OMNI001-157 | 100 |
| 21 | OMNI001-175 | 100 |
| 23 | OMNI001-188 | 100 |
| 24 | OMNI001-206 | 100 |
| 25 | OMNI001-22 | 100 |
| 26 | OMNI001-226 | 100 |
| 27 | OMNI001-243 | 100 |
| 28 | OMNI001-253 | 100 |
| 29 | OMNI001-261 | 100 |
| 30 | OMNI001-291 | 100 |
| 31 | OMNI001-337 | 100 |
| 33 | OMNI001-379 | 100 |
| 35 | OMNI001-458 | 100 |
| 40 | OMNI001-486 | 100 |
| 41 | OMNI001-508 | 100 |
| 43 | OMNI001-526 | 100 |
| 45 | OMNI001-559 | 100 |
| 46 | OMNI001-564 | 100 |
| 48 | OMNI001-585 | 100 |
| 50 | OMNI001-623 | 100 |
| 51 | OMNI001-625 | 100 |
| 52 | OMNI001-672 | 100 |
| 54 | OMNI001-81 | 100 |
| 55 | OMNI001-870 | 100 |
| 56 | OMNI001-893 | 100 |
| 57 | OMNI001-904 | 100 |
| 58 | OMNI001-905 | 100 |
| 59 | OMNI001-93 | 100 |
| 61 | OMNI001-980 | 100 |
| 15 | OMNI001-121 | 99 |
| 22 | OMNI001-187 | 99 |
| 36 | OMNI001-461 | 99 |
| 39 | OMNI001-481 | 99 |
| 9 | ICH-568 | 48.33 |
| 10 | ICH-610 | 48.29 |
| 8 | ICH-357 | 47 |
| 12 | OMNI001-1051 | 45 |
| 7 | ICH-173 | 40.12 |
| 16 | OMNI001-13 | 40 |
| 47 | OMNI001-582 | 40 |
| 49 | OMNI001-604 | 36 |
| Patients | Values | |
|---|---|---|
| 33 | ICH-639 | 113.2 |
| 30 | ICH-600 | 38.17 |
| 6 | ICH-161 | 29.54 |
| 13 | ICH-314 | 26.32 |
| 22 | ICH-480 | 23.49 |
| 16 | ICH-405 | 21.5 |
| 46 | OMNI001-421 | 21.25 |
| 53 | OMNI001-679 | 21.14 |
| 9 | ICH-229 | 20.5 |
| 25 | ICH-52 | 20.19 |
| 10 | ICH-233 | 20.07 |
| 43 | OMNI001-179 | 20.05 |
| 26 | ICH-523 | 19.85 |
| 17 | ICH-416 | 19.56 |
| 20 | ICH-465 | 19.46 |
| 37 | OMNI001-1009 | 19.15 |
| 15 | ICH-34 | 19.12 |
| 36 | OMNI001-1006 | 19.1 |
| 32 | ICH-629 | 19.04 |
| 7 | ICH-163 | 18.59 |
| 51 | OMNI001-509 | 18.43 |
| 8 | ICH-164 | 18.22 |
| 40 | OMNI001-152 | 17.55 |
| 11 | ICH-246 | 17.49 |
| 24 | ICH-505 | 17.14 |
| 18 | ICH-435 | 17.12 |
| 49 | OMNI001-455 | 17.06 |
| 4 | ICH-147 | 16.87 |
| 41 | OMNI001-157 | 16.52 |
| 2 | 481-0029 | 16.4 |
| 45 | OMNI001-384 | 16.16 |
| 56 | OMNI001-97 | 16.14 |
| 44 | OMNI001-38 | 16.06 |
| 57 | OMNI001-994 | 16.04 |
| 42 | OMNI001-166 | 16 |
| 5 | ICH-160 | 15.84 |
| 19 | ICH-447 | 15.82 |
| 31 | ICH-616 | 15.78 |
| 27 | ICH-538 | 15.73 |
| 21 | ICH-48 | 15.71 |
| 29 | ICH-598 | 15.62 |
| 48 | OMNI001-436 | 15.54 |
| 23 | ICH-500 | 15.37 |
| 50 | OMNI001-489 | 15.37 |
| 52 | OMNI001-642 | 15.37 |
| 35 | ICH-79 | 15.28 |
| 38 | OMNI001-114 | 15.25 |
| 39 | OMNI001-14 | 15.22 |
| 47 | OMNI001-43 | 15.2 |
| 54 | OMNI001-940 | 15.08 |
| 3 | 481-0096 | 14.9 |
| 28 | ICH-544 | 14.46 |
| 14 | ICH-316 | 14.42 |
| 12 | ICH-282 | 14.38 |
| 34 | ICH-78 | 14.35 |
| 1 | 481-0027 | 14.2 |
| 55 | OMNI001-955 | 14.17 |
| Patients | Values | |
|---|---|---|
| 11 | ICH-161 | 12.3 |
| 14 | ICH-233 | 9.5 |
| 37 | OMNI001-517 | 8.31 |
| 1 | 481-0027 | 8 |
| 18 | ICH-316 | 7.7 |
| 39 | OMNI001-679 | 7.34 |
| 6 | 481-0194 | 5.3 |
| 19 | ICH-361 | 4.4 |
| 42 | OMNI001-994 | 4.39 |
| 10 | ICH-147 | 4.35 |
| 7 | 481-0196 | 3.83 |
| 27 | ICH-92 | 3.8 |
| 25 | ICH-648 | 3.6 |
| 24 | ICH-539 | 3.3 |
| 34 | OMNI001-384 | 3.22 |
| 40 | OMNI001-70 | 3.21 |
| 38 | OMNI001-611 | 3.17 |
| 28 | OMNI001-1009 | 3.15 |
| 30 | OMNI001-157 | 3.07 |
| 29 | OMNI001-152 | 3.01 |
| 36 | OMNI001-516 | 3.01 |
| 2 | 481-0043 | 2.8 |
| 5 | 481-0181 | 2.8 |
| 23 | ICH-503 | 2.8 |
| 8 | ICH-126 | 2.7 |
| 16 | ICH-275 | 2.7 |
| 26 | ICH-66 | 2.7 |
| 17 | ICH-314 | 2.65 |
| 4 | 481-0153 | 2.62 |
| 22 | ICH-481 | 2.6 |
| 35 | OMNI001-474 | 2.52 |
| 33 | OMNI001-37 | 2.51 |
| 12 | ICH-170 | 2.5 |
| 20 | ICH-447 | 2.5 |
| 3 | 481-0074 | 2.4 |
| 9 | ICH-142 | 2.4 |
| 13 | ICH-231 | 2.4 |
| 15 | ICH-264 | 2.4 |
| 21 | ICH-464 | 2.4 |
| 31 | OMNI001-191 | 2.39 |
| 32 | OMNI001-208 | 2.39 |
| 41 | OMNI001-91 | 2.39 |
| Patients | Values | |
|---|---|---|
| 27 | ICH-600 | 35 |
| 12 | ICH-314 | 21.25 |
| 19 | ICH-480 | 21 |
| 22 | ICH-52 | 19.1 |
| 9 | ICH-229 | 18.95 |
| 14 | ICH-405 | 18.7 |
| 17 | ICH-465 | 18.3 |
| 38 | OMNI001-421 | 18.22 |
| 42 | OMNI001-509 | 18.1 |
| 23 | ICH-523 | 18 |
| 4 | ICH-16 | 17.95 |
| 15 | ICH-416 | 17.7 |
| 32 | OMNI001-1006 | 17.14 |
| 29 | ICH-629 | 17.1 |
| 10 | ICH-246 | 16.2 |
| 6 | ICH-161 | 16.1 |
| 7 | ICH-163 | 16 |
| 13 | ICH-34 | 15.65 |
| 40 | OMNI001-455 | 15.58 |
| 8 | ICH-164 | 15.4 |
| 21 | ICH-505 | 15.25 |
| 33 | OMNI001-1009 | 15.18 |
| 37 | OMNI001-38 | 15.13 |
| 16 | ICH-435 | 14.95 |
| 26 | ICH-598 | 14.9 |
| 36 | OMNI001-166 | 14.59 |
| 1 | 481-0029 | 14.5 |
| 24 | ICH-538 | 14.3 |
| 46 | OMNI001-97 | 14.28 |
| 43 | OMNI001-642 | 14.05 |
| 18 | ICH-48 | 13.9 |
| 5 | ICH-160 | 13.7 |
| 25 | ICH-544 | 13.6 |
| 41 | OMNI001-489 | 13.54 |
| 31 | ICH-79 | 13.3 |
| 35 | OMNI001-14 | 13.26 |
| 39 | OMNI001-43 | 13.19 |
| 34 | OMNI001-114 | 13.18 |
| 2 | 481-0096 | 13.1 |
| 45 | OMNI001-940 | 13.08 |
| 11 | ICH-282 | 13.05 |
| 28 | ICH-616 | 12.9 |
| 20 | ICH-500 | 12.7 |
| 3 | ICH-12 | 12.6 |
| 30 | ICH-78 | 12.6 |
| 44 | OMNI001-679 | 12.48 |
| Patients | Values | |
|---|---|---|
| 11 | ICH-515 | 53.4 |
| 15 | OMNI001-1087 | 52.7 |
| 3 | 481-0096 | 52 |
| 18 | OMNI001-471 | 51.3 |
| 20 | OMNI001-575 | 25.5 |
| 21 | OMNI001-631 | 25.2 |
| 2 | 481-0084 | 25 |
| 14 | ICH-79 | 25 |
| 12 | ICH-639 | 24.9 |
| 22 | OMNI001-698 | 24.9 |
| 10 | ICH-397 | 24.8 |
| 4 | ICH-139 | 24.5 |
| 8 | ICH-233 | 24.5 |
| 7 | ICH-232 | 24.4 |
| 23 | OMNI001-774 | 24.3 |
| 1 | 481-0068 | 24 |
| 5 | ICH-171 | 24 |
| 9 | ICH-317 | 23.7 |
| 6 | ICH-173 | 22.95 |
| 16 | OMNI001-1089 | 22.9 |
| 13 | ICH-660 | 22.6 |
| 19 | OMNI001-517 | 22.3 |
| 24 | OMNI001-99 | 20.6 |
| 17 | OMNI001-152 | 19.1 |
| Patients | Values | |
|---|---|---|
| 4 | ICH-163 | 917 |
| 20 | ICH-556 | 663 |
| 6 | ICH-181 | 623 |
| 18 | ICH-539 | 581 |
| 34 | OMNI001-519 | 576 |
| 3 | 481-0150 | 570 |
| 11 | ICH-398 | 542 |
| 17 | ICH-503 | 524 |
| 9 | ICH-229 | 520 |
| 32 | OMNI001-188 | 513 |
| 28 | ICH-92 | 492 |
| 26 | ICH-73 | 484 |
| 21 | ICH-557 | 480 |
| 30 | OMNI001-1006 | 475 |
| 8 | ICH-219 | 466 |
| 22 | ICH-559 | 462 |
| 35 | OMNI001-540 | 459 |
| 14 | ICH-451 | 456 |
| 13 | ICH-45 | 452 |
| 36 | OMNI001-607 | 451 |
| 23 | ICH-598 | 449 |
| 25 | ICH-68 | 449 |
| 38 | OMNI001-660 | 449 |
| 1 | 481-0055 | 446 |
| 5 | ICH-168 | 444.5 |
| 2 | 481-0088 | 444 |
| 12 | ICH-415 | 442 |
| 15 | ICH-46 | 442 |
| 19 | ICH-550 | 442 |
| 31 | OMNI001-114 | 442 |
| 27 | ICH-83 | 437 |
| 37 | OMNI001-657 | 434 |
| 7 | ICH-213 | 430 |
| 24 | ICH-63 | 430 |
| 39 | OMNI001-958 | 430 |
| 33 | OMNI001-492 | 427 |
| 16 | ICH-48 | 426 |
| 29 | ICH-98 | 424.5 |
| 10 | ICH-314 | 424 |
| Patients | Values | |
|---|---|---|
| 73 | OMNI001-616 | 990.1 |
| 26 | ICH-263 | 943.2 |
| 36 | ICH-370 | 860.1 |
| 48 | ICH-642 | 762.9 |
| 52 | OMNI001-1114 | 751.4 |
| 34 | ICH-365 | 748.8 |
| 76 | OMNI001-656 | 680.7 |
| 79 | OMNI001-724 | 680.7 |
| 31 | ICH-351 | 662.1 |
| 85 | OMNI001-999 | 636.5 |
| 64 | OMNI001-477 | 601.1 |
| 55 | OMNI001-13 | 539.3 |
| 28 | ICH-330 | 532.2 |
| 22 | ICH-204 | 528.6 |
| 51 | OMNI001-11 | 503.9 |
| 49 | ICH-72 | 481.8 |
| 71 | OMNI001-583 | 450.8 |
| 30 | ICH-347 | 430.5 |
| 67 | OMNI001-509 | 415.5 |
| 12 | 481-0149 | 385 |
| 33 | ICH-357 | 381.9 |
| 65 | OMNI001-478 | 353.6 |
| 53 | OMNI001-117 | 344.8 |
| 70 | OMNI001-581 | 327.1 |
| 19 | ICH-173 | 323.6 |
| 1 | 481-0003 | 320 |
| 63 | OMNI001-463 | 309.4 |
| 14 | ICH-126 | 285.5 |
| 42 | ICH-461 | 266.5 |
| 40 | ICH-447 | 266.1 |
| 77 | OMNI001-678 | 265.2 |
| 37 | ICH-384 | 255.5 |
| 4 | 481-0035 | 249 |
| 62 | OMNI001-424 | 247.5 |
| 44 | ICH-52 | 238.7 |
| 39 | ICH-438 | 233.4 |
| 15 | ICH-140 | 229 |
| 21 | ICH-191 | 228.1 |
| 83 | OMNI001-803 | 221 |
| 8 | 481-0085 | 221 |
| 6 | 481-0068 | 220 |
| 17 | ICH-157 | 216.6 |
| 45 | ICH-569 | 212.6 |
| 54 | OMNI001-121 | 212.2 |
| 10 | 481-0115 | 212 |
| 20 | ICH-190 | 203.3 |
| 56 | OMNI001-152 | 203.3 |
| 75 | OMNI001-622 | 203.3 |
| 50 | ICH-73 | 195.4 |
| 18 | ICH-17 | 194.5 |
| 61 | OMNI001-354 | 194.5 |
| 32 | ICH-352 | 193.6 |
| 24 | ICH-246 | 187.4 |
| 16 | ICH-151 | 186.5 |
| 58 | OMNI001-176 | 185.6 |
| 35 | ICH-367 | 184.8 |
| 47 | ICH-629 | 183.9 |
| 72 | OMNI001-603 | 176.8 |
| 74 | OMNI001-620 | 176.8 |
| 9 | 481-0087 | 175 |
| 29 | ICH-340 | 173.3 |
| 23 | ICH-228 | 170.6 |
| 59 | OMNI001-198 | 168 |
| 68 | OMNI001-512 | 168 |
| 78 | OMNI001-679 | 168 |
| 41 | ICH-45 | 167.1 |
| 13 | 481-0177 | 165 |
| 27 | ICH-270 | 164.4 |
| 43 | ICH-476 | 162.7 |
| 5 | 481-0036 | 161 |
| 25 | ICH-25 | 159.1 |
| 66 | OMNI001-505 | 159.1 |
| 69 | OMNI001-517 | 159.1 |
| 84 | OMNI001-884 | 159.1 |
| 7 | 481-0080 | 159 |
| 11 | 481-0140 | 155 |
| 38 | ICH-400 | 154.7 |
| 2 | 481-0017 | 151 |
| 57 | OMNI001-166 | 150.3 |
| 60 | OMNI001-210 | 150.3 |
| 80 | OMNI001-727 | 150.3 |
| 81 | OMNI001-777 | 150.3 |
| 82 | OMNI001-789 | 150.3 |
| 46 | ICH-593 | 149.4 |
| 3 | 481-0033 | 5.92 |
| Patients | Values | |
|---|---|---|
| 21 | ICH-270 | 183 |
| 28 | ICH-45 | 168 |
| 26 | ICH-416 | 165 |
| 7 | 481-0106 | 163 |
| 13 | 481-0149 | 163 |
| 22 | ICH-279 | 160 |
| 31 | ICH-595 | 160 |
| 25 | ICH-400 | 156 |
| 30 | ICH-571 | 156 |
| 6 | 481-0096 | 155 |
| 10 | 481-0126 | 155 |
| 29 | ICH-531 | 153.5 |
| 5 | 481-0082 | 153 |
| 33 | ICH-74 | 153 |
| 16 | ICH-100 | 151.5 |
| 19 | ICH-208 | 151 |
| 34 | OMNI001-117 | 151 |
| 37 | OMNI001-553 | 151 |
| 39 | OMNI001-607 | 151 |
| 32 | ICH-600 | 150 |
| 17 | ICH-163 | 149 |
| 18 | ICH-188 | 149 |
| 24 | ICH-357 | 149 |
| 38 | OMNI001-606 | 149 |
| 1 | 481-0004 | 130 |
| 2 | 481-0036 | 130 |
| 3 | 481-0052 | 130 |
| 4 | 481-0063 | 130 |
| 8 | 481-0109 | 130 |
| 15 | 481-0191 | 130 |
| 36 | OMNI001-478 | 130 |
| 40 | OMNI001-774 | 130 |
| 9 | 481-0116 | 128 |
| 11 | 481-0130 | 128 |
| 35 | OMNI001-188 | 128 |
| 27 | ICH-443 | 127 |
| 12 | 481-0134 | 126 |
| 23 | ICH-323 | 126 |
| 20 | ICH-263 | 124 |
| 14 | 481-0150 | 118 |
| Patients | Values | |
|---|---|---|
| 29 | OMNI001-188 | 6 |
| 42 | OMNI001-724 | 6 |
| 14 | ICH-351 | 5.9 |
| 15 | ICH-357 | 5.9 |
| 35 | OMNI001-540 | 5.9 |
| 2 | 481-0079 | 5.77 |
| 9 | ICH-229 | 5.7 |
| 34 | OMNI001-519 | 5.7 |
| 12 | ICH-324 | 5.6 |
| 20 | ICH-539 | 5.6 |
| 27 | OMNI001-166 | 5.6 |
| 33 | OMNI001-496 | 5.6 |
| 10 | ICH-24 | 5.5 |
| 11 | ICH-246 | 5.5 |
| 26 | OMNI001-152 | 5.5 |
| 1 | 481-0035 | 5.46 |
| 6 | ICH-111 | 5.4 |
| 16 | ICH-370 | 5.4 |
| 19 | ICH-432 | 5.4 |
| 36 | OMNI001-603 | 5.4 |
| 37 | OMNI001-616 | 5.4 |
| 7 | ICH-116 | 5.3 |
| 21 | ICH-642 | 5.3 |
| 24 | OMNI001-1006 | 5.3 |
| 31 | OMNI001-463 | 5.3 |
| 39 | OMNI001-642 | 5.3 |
| 41 | OMNI001-713 | 5.3 |
| 8 | ICH-173 | 5.2 |
| 13 | ICH-340 | 5.2 |
| 17 | ICH-413 | 5.2 |
| 18 | ICH-42 | 5.2 |
| 25 | OMNI001-1115 | 5.2 |
| 28 | OMNI001-179 | 5.2 |
| 30 | OMNI001-205 | 5.2 |
| 38 | OMNI001-630 | 5.2 |
| 40 | OMNI001-658 | 5.2 |
| 4 | 481-0126 | 2.8 |
| 22 | ICH-67 | 2.8 |
| 5 | 481-0134 | 2.67 |
| 23 | ICH-81 | 2.6 |
| 32 | OMNI001-467 | 2.6 |
| 3 | 481-0107 | 2.53 |
| Patients | Values | |
|---|---|---|
| 12 | ICH-67 | 562.9 |
| 6 | ICH-376 | 490.6 |
| 5 | ICH-25 | 468.4 |
| 2 | ICH-157 | 440.6 |
| 7 | ICH-446 | 426.6 |
| 1 | ICH-12 | 395.1 |
| 14 | OMNI001-455 | 390.6 |
| 9 | ICH-530 | 370.1 |
| 3 | ICH-172 | 342.5 |
| 11 | ICH-557 | 338.2 |
| 10 | ICH-544 | 332.3 |
| 8 | ICH-52 | 330.7 |
| 16 | OMNI001-758 | 328 |
| 15 | OMNI001-509 | 322 |
| 13 | OMNI001-432 | 321.1 |
| 4 | ICH-229 | 320.9 |
| Patients | Values | |
|---|---|---|
| 2 | ICH-141 | 41 |
| 14 | ICH-655 | 39 |
| 5 | ICH-166 | 33 |
| 3 | ICH-142 | 30 |
| 22 | OMNI001-455 | 30 |
| 1 | 481-0074 | 29 |
| 18 | OMNI001-152 | 29 |
| 21 | OMNI001-334 | 29 |
| 9 | ICH-285 | 26 |
| 17 | OMNI001-114 | 25 |
| 10 | ICH-366 | 24 |
| 15 | ICH-92 | 24 |
| 8 | ICH-233 | 23 |
| 6 | ICH-196 | 22 |
| 13 | ICH-550 | 22 |
| 11 | ICH-410 | 21 |
| 12 | ICH-451 | 21 |
| 23 | OMNI001-461 | 21 |
| 24 | OMNI001-486 | 21 |
| 25 | OMNI001-542 | 21 |
| 7 | ICH-197 | 20 |
| 20 | OMNI001-234 | 20 |
| 26 | OMNI001-955 | 20 |
| 4 | ICH-161 | 19 |
| 16 | ICH-99 | 19 |
| 19 | OMNI001-213 | 19 |
| Info |
|---|
| No observations with problems have been found |
| Info |
|---|
| No observations with problems have been found |
| Patients | Values |
|---|---|
| ICH-673 | 34.2 |
The correlation for numerical variables was calculated using Spearman’s correlation coefficient. The range of values is between -1 and 1, where -1 indicates a high negative correlation, 1 a high positive correlation and 0 no correlation.
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The association between categorical variables (binary, nominal and ordinal) has been calculated using Cramer’s V, which takes values between 0 and 1. The closer the value is to 1, the stronger the association between the variables.
Values -1 are missing values. A different color has been indicated to differentiate them from the value 0.
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The association between categorical and numerical variables was calculated using the Kruskal Wallis test (non-parametric ANOVA). In the graph below, categorical variables are in rows and numerical variables are in columns. The values represented in the graph are 1 - P-Value obtained in the Kruskal-Wallis test. Therefore, the strongest associations are those with values close to 1.
Values -1 are missing values. A different color has been indicated to differentiate them from the value 0.
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Next section we created a binary matrix from qualitative data using dummy variables. The matrix is used to perform future analyses.
Performing PCA to see sample distribution with their loading values using 5 components.
Colored points represent observation and black points represent variables. For those variables that belong to the top 10 with the highest loading values, the name is displayed.
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Hotelling’s T2-test is used for the detection of severe anomalies that can influence the creation of the PCA model. Confidence intervals at 0.95, 0.99 and 0.999 have been studied.
T2 score is an approximation and each observation have to be studied in order to remove or not from the analysis.
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In order to be more strict, only those patients that have a value two times greater than the specific confidence interval limit are detected as outliers (observation T2 value >= 2*CI value).
| ID | Value |
|---|---|
| 481-0003 | 18.16 |
| 481-0085 | 17.93 |
| 481-0087 | 15.15 |
| 481-0091 | 15.33 |
| 481-0125 | 14.35 |
| 481-0128 | 14.01 |
| 481-0130 | 21.59 |
| 481-0141 | 18.44 |
| 481-0174 | 15.94 |
| 481-0176 | 13.49 |
| 481-0190 | 12.58 |
| 481-0196 | 14.71 |
| ID | Value |
|---|---|
| 481-0130 | 21.59 |
| Info |
|---|
| No data for Calabria data base. |
| ID | Value |
|---|---|
| ICH-113 | 16.96 |
| ICH-160 | 12.39 |
| ICH-173 | 17.93 |
| ICH-177 | 12.94 |
| ICH-182 | 23.79 |
| ICH-193 | 19.1 |
| ICH-215 | 16.19 |
| ICH-231 | 15.13 |
| ICH-26 | 15.18 |
| ICH-263 | 24.81 |
| ICH-294 | 12.89 |
| ICH-330 | 23.82 |
| ICH-34 | 15.75 |
| ICH-340 | 16.47 |
| ICH-343 | 12.25 |
| ICH-344 | 12.63 |
| ICH-351 | 14.38 |
| ICH-356 | 21.17 |
| ICH-357 | 12.36 |
| ICH-401 | 12.65 |
| ICH-405 | 24.77 |
| ICH-439 | 19.6 |
| ICH-45 | 13.78 |
| ICH-465 | 12.79 |
| ICH-476 | 16.3 |
| ICH-480 | 15.26 |
| ICH-481 | 12.44 |
| ICH-484 | 20.41 |
| ICH-490 | 14.36 |
| ICH-511 | 12.81 |
| ICH-52 | 28.77 |
| ICH-523 | 13.51 |
| ICH-560 | 12.18 |
| ICH-569 | 15.12 |
| ICH-590 | 19.67 |
| ICH-591 | 13.41 |
| ICH-600 | 19.33 |
| ICH-608 | 20.61 |
| ICH-642 | 13.37 |
| ICH-665 | 16.27 |
| ICH-73 | 15.72 |
| ID | Value |
|---|---|
| ICH-182 | 23.79 |
| ICH-193 | 19.1 |
| ICH-263 | 24.81 |
| ICH-330 | 23.82 |
| ICH-356 | 21.17 |
| ICH-405 | 24.77 |
| ICH-439 | 19.6 |
| ICH-484 | 20.41 |
| ICH-52 | 28.77 |
| ICH-590 | 19.67 |
| ICH-600 | 19.33 |
| ICH-608 | 20.61 |
| ID | Value |
|---|---|
| ICH-52 | 28.77 |
| ID | Value |
|---|---|
| 481-0004 | 21.1 |
| 481-0008 | 12.38 |
| 481-0010 | 13.86 |
| 481-0012 | 20.18 |
| 481-0023 | 12.47 |
| 481-0032 | 26.34 |
| 481-0040 | 20.44 |
| 481-0041 | 15.24 |
| 481-0043 | 12.4 |
| 481-0044 | 16.98 |
| 481-0052 | 13.24 |
| 481-0054 | 17.86 |
| 481-0055 | 20.8 |
| 481-0065 | 12.22 |
| 481-0072 | 12.07 |
| 481-0075 | 13.17 |
| 481-0091 | 23.79 |
| 481-0118 | 17.05 |
| 481-0136 | 12.52 |
| ICH-116 | 12.13 |
| ICH-231 | 12.3 |
| ICH-253 | 13.77 |
| ICH-26 | 17.98 |
| ICH-263 | 14.62 |
| ICH-330 | 27.17 |
| ICH-34 | 12.31 |
| ICH-356 | 13.36 |
| ICH-357 | 14.48 |
| ICH-365 | 13.64 |
| ICH-370 | 14.94 |
| ICH-405 | 16.03 |
| ICH-427 | 15.19 |
| ICH-447 | 15.23 |
| ICH-45 | 16.33 |
| ICH-465 | 17.88 |
| ICH-484 | 12.93 |
| ICH-52 | 21.43 |
| ICH-560 | 14.07 |
| ICH-591 | 12.72 |
| ICH-629 | 22.56 |
| ICH-72 | 16.19 |
| ICH-73 | 17.73 |
| OMNI001-1009 | 14.3 |
| OMNI001-107 | 13.14 |
| OMNI001-11 | 13.63 |
| OMNI001-121 | 23.08 |
| OMNI001-132 | 12.06 |
| OMNI001-260 | 14.61 |
| OMNI001-369 | 19.62 |
| OMNI001-38 | 13.49 |
| OMNI001-424 | 26.41 |
| OMNI001-512 | 18.01 |
| OMNI001-517 | 20.13 |
| OMNI001-581 | 12.56 |
| OMNI001-616 | 30.59 |
| OMNI001-72 | 13.33 |
| OMNI001-724 | 15.76 |
| OMNI001-803 | 12.11 |
| OMNI001-999 | 18.41 |
| ID | Value |
|---|---|
| 481-0004 | 21.1 |
| 481-0012 | 20.18 |
| 481-0032 | 26.34 |
| 481-0040 | 20.44 |
| 481-0055 | 20.8 |
| 481-0091 | 23.79 |
| ICH-330 | 27.17 |
| ICH-52 | 21.43 |
| ICH-629 | 22.56 |
| OMNI001-121 | 23.08 |
| OMNI001-369 | 19.62 |
| OMNI001-424 | 26.41 |
| OMNI001-517 | 20.13 |
| OMNI001-616 | 30.59 |
| ID | Value |
|---|---|
| OMNI001-616 | 30.59 |
Showed 0.99 confidence interval variable contribution. Next graph shows which variables are more related to classify the patient as an outlier. The patients that are shown are those with a value two times higher than the confidence interval limit at 0.99.
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Next table shows a sorted frequency table where you can see which are the variables more related to outlier patients.
| Variable | Freq in TOP 5 |
|---|---|
| daily_gcs_lbyn_Yes | 1 |
| daily_nasaloxy_cmtrt_NO | 1 |
| daily_nasaloxy_cmtrt_YES | 1 |
| inotrop_cmtrt_NO | 1 |
| inotrop_cmtrt_YES | 1 |
| Variable | Freq in TOP 5 |
|---|---|
| jointpain_ceoccur_v2_NO | 9 |
| jointpain_ceoccur_v2_YES | 9 |
| myalgia_ceoccur_v2_NO | 9 |
| myalgia_ceoccur_v2_YES | 9 |
| chestpain_ceoccur_v2_NO | 4 |
| renal_mhyn_NO | 4 |
| daily_bun_lborres | 2 |
| daily_creat_lborres | 2 |
| renal_mhyn_YES | 2 |
| comorbidities | 1 |
| daily_inr_lborres | 1 |
| daily_neutro_lborres | 1 |
| daily_rr_vsorres | 1 |
| icu_hoterm_NO | 1 |
| rr_vsorres | 1 |
| smoking_mhyn_NeverSmoker | 1 |
| sysbp_vsorres | 1 |
| systolic_vsorres | 1 |
| vomit_ceoccur_v2_NO | 1 |
| Variable | Freq in TOP 5 |
|---|---|
| renal_mhyn_NO | 8 |
| renal_mhyn_YES | 8 |
| fatigue_ceoccur_v2_NO | 7 |
| fatigue_ceoccur_v2_YES | 6 |
| vomit_ceoccur_v2_NO | 5 |
| vomit_ceoccur_v2_YES | 5 |
| chronicpul_mhyn_NO | 4 |
| diarrhoea_ceoccur_v2_NO | 4 |
| obesity_mhyn_NO | 4 |
| obesity_mhyn_YES | 4 |
| ards_ceterm_NO | 3 |
| chronicpul_mhyn_YES | 2 |
| daily_creat_lborres | 2 |
| diarrhoea_ceoccur_v2_YES | 2 |
| daily_haematocrit_lborres | 1 |
| daily_neutro_lborres | 1 |
| diabetes_mhyn_2_NO | 1 |
| icu_hoterm_YES | 1 |
| myalgia_ceoccur_v2_NO | 1 |
| myalgia_ceoccur_v2_YES | 1 |
Sum of squares due to regression is used for the detection of subjects poorly explained by the model that are usually considered as moderate outliers. Confidence intervals at 0.95, 0.99 and 0.999 have been studied.
RSS score is an approximation and each observation have to be studied in order to remove or not from the analysis.
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In order to be more strict, only those patients that have a value two times greater than the specific confidence interval limit are detected as outliers (observation RSS value >= 2*CI value).
| Info |
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| No data for Calabria data base. |
| Info |
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| No data for Calabria data base. |
| Info |
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| No data for Calabria data base. |
| ID | Value |
|---|---|
| ICH-1 | 784.4 |
| ICH-242 | 406.5 |
| ICH-639 | 342.3 |
| ID | Value |
|---|---|
| ICH-1 | 784.4 |
| ID | Value |
|---|---|
| ICH-1 | 784.4 |
| ID | Value |
|---|---|
| 481-0002 | 1167 |
| ICH-639 | 470 |
| ID | Value |
|---|---|
| 481-0002 | 1167 |
| ICH-639 | 470 |
| ID | Value |
|---|---|
| 481-0002 | 1167 |
Showed 0.99 confidence interval variable contribution. Next graph shows which variables are more related to classify the patient as an outlier. The patients that are shown are those with a value two times higher than the confidence interval limit at 0.99.
| Info |
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| No data for Calabria data base. |
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Next table shows a sorted frequency table where you can see which are the variables more related to outlier patients.
| Info |
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| No patients with problems related to RSS. |
| Variable | Freq in TOP 5 |
|---|---|
| bactpneu_ceterm_NO | 1 |
| cough_ceoccur_v2_2_YESproductive | 1 |
| daily_temp_vsorres | 1 |
| subjid_ | 1 |
| temp_vsorres | 1 |
| Variable | Freq in TOP 5 |
|---|---|
| daily_potassium_lborres | 1 |
| daily_wbc_lborres | 1 |
| fatigue_ceoccur_v2_YES | 1 |
| hr_vsorres | 1 |
| icu_hoterm_NO | 1 |
| malignantneo_mhyn_YES | 1 |
| noninvasive_proccur_NO | 1 |
| oxygen_cmoccur_NO | 1 |
| subjid_ | 1 |
| viralpneu_ceterm_NO | 1 |
| Dataset statistics | |
|---|---|
| Number of observations | 144 |
| Number of variables | 114 |
| Dataset statistics | |
|---|---|
| Number of observations | 498 |
| Number of variables | 68 |
| Dataset statistics | |
|---|---|
| Number of observations | 1145 |
| Number of variables | 52 |
Databases are saved in .RData and .xlsx format with their new colnames. Excel format does not save the same R class for each variable. We recommend to work with .RData files in case you want to do your own study.